pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=2,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,correction_weeks=2,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,correction_weeks=4,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,correction_weeks=2,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=4,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.025,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.025,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.025,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=4,joint_weight=0.025,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=240,patience=25,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=240,patience=25,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=240,patience=25,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=240,patience=25,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,correction_weeks=2,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.05,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.5,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.05,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.5,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.05,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.5,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,correction_weeks=4,joint_weight=0.05,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.5,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.05,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.05,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.05,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=2,joint_weight=0.05,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=2,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=2,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.1,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.1,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.1,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=2,joint_weight=0.1,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.002,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.002,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.002,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.002,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.05,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.25,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.05,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.25,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.05,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.25,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=2,joint_weight=0.05,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.25,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,correction_weeks=2,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=160,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=160,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=160,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=160,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.25,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.25,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.25,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=2,joint_weight=0.25,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=160,patience=25,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=160,patience=25,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=160,patience=25,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=160,patience=25,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,correction_weeks=4,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=2,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=240,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=240,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=240,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=2,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=240,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.25,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,epochs=160,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.25,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,epochs=160,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.25,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,epochs=160,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,joint_weight=0.25,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,epochs=160,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.1,reporting_missingness=0,reporting_strength=0.75,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=160,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.1,reporting_missingness=0,reporting_strength=0.75,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=160,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.1,reporting_missingness=0,reporting_strength=0.75,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=160,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,joint_weight=0.1,reporting_missingness=0,reporting_strength=0.75,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=160,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.025,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.025,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.025,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,joint_weight=0.025,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=2,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,correction_weeks=2,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=2,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=160,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=160,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=160,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=160,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,ed_transform=logit,loss_weights=flu_hosp_ed,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,ed_transform=logit,loss_weights=flu_hosp_ed,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,ed_transform=logit,loss_weights=flu_hosp_ed,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,ed_transform=logit,loss_weights=flu_hosp_ed,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.25,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.25,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.25,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,joint_weight=0.25,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.25,reporting_missingness=0,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.25,reporting_missingness=0,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.25,reporting_missingness=0,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,joint_weight=0.25,reporting_missingness=0,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=4,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,ed_transform=logit,loss_weights=flu_hosp_ed,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,ed_transform=logit,loss_weights=flu_hosp_ed,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,ed_transform=logit,loss_weights=flu_hosp_ed,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,ed_transform=logit,loss_weights=flu_hosp_ed,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.05,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.05,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.05,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,correction_weeks=4,joint_weight=0.05,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=2,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.1,reporting_missingness=0,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.1,reporting_missingness=0,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.1,reporting_missingness=0,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,pilot_nowcaster=real_tree,forecast_targets=flu,joint_weight=0.1,reporting_missingness=0,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,correction_weeks=2,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=4,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=4,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=96,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=96,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=96,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,joint_weight=0.1,correction_penalty=3.0,reporting_missingness=0,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=96,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.025,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.025,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.025,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.025,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,epochs=240,patience=25,lr=0.002,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.75,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=240,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.75,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=240,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.75,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=240,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=2,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.75,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=240,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,correction_weeks=2,joint_weight=0.25,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,correction_weeks=4,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,lr=0.0003,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=96,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.25,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.25,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.25,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,joint_weight=0.25,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.05,correction_penalty=30.0,reporting_missingness=0,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=96,epochs=160,patience=25,lr=0.002,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.05,correction_penalty=30.0,reporting_missingness=0,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=96,epochs=160,patience=25,lr=0.002,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.05,correction_penalty=30.0,reporting_missingness=0,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=96,epochs=160,patience=25,lr=0.002,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=2,joint_weight=0.05,correction_penalty=30.0,reporting_missingness=0,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,width=96,epochs=160,patience=25,lr=0.002,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=240,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.1,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.1,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.1,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.1,correction_strength=0.5,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=240,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=240,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=240,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=240,patience=25,lr=0.0003,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.25,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.25,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.25,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,correction_weeks=2,joint_weight=0.25,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.25,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.25,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.25,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,joint_weight=0.25,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.5,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=96,epochs=160,patience=25,fit_partition=pathogen,weight_decay=0.001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.25,reporting_missingness=0,reporting_strength=0.75,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.25,reporting_missingness=0,reporting_strength=0.75,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.25,reporting_missingness=0,reporting_strength=0.75,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=4,joint_weight=0.25,reporting_missingness=0,reporting_strength=0.75,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.05,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.05,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.05,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=2,joint_weight=0.05,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,width=96,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.1,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.1,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.1,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=4,joint_weight=0.1,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=240,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=96,epochs=240,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=96,epochs=240,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=96,epochs=240,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=96,epochs=240,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=240,patience=25,lr=0.0005,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=240,patience=25,lr=0.0005,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=240,patience=25,lr=0.0005,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=2,joint_weight=0.025,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=240,patience=25,lr=0.0005,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.05,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.025,reporting_missingness=0,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.025,reporting_missingness=0,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.025,reporting_missingness=0,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,correction_weeks=4,joint_weight=0.025,reporting_missingness=0,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=240,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=240,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=240,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,pilot_nowcaster=real_tree,forecast_targets=flu,joint_weight=0.05,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=240,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.25,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.5,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.25,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.5,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.25,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.5,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,correction_weeks=2,joint_weight=0.25,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.5,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.1,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,epochs=160,patience=25,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.1,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,epochs=160,patience=25,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.1,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,epochs=160,patience=25,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.1,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,epochs=160,patience=25,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=240,patience=25,lr=0.0003,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.05,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=160,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.05,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=160,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.05,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=160,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,correction_weeks=4,joint_weight=0.05,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,epochs=160,patience=25,fit_partition=target,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=240,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=240,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=240,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,joint_weight=0.025,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,epochs=240,patience=25,fit_partition=target,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.05,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.05,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.05,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=2,joint_weight=0.05,correction_penalty=3.0,correction_strength=0.5,reporting_missingness=0,lookback=16,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=32,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=32,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=32,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.5,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=distance,decoder=quantile,width=32,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,pilot_nowcaster=real_tree,forecast_targets=flu,correction_weeks=4,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,decoder=quantile,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,forecast_targets=flu,joint_weight=0.25,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.75,nowcast_weeks=4,lookback=16,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,epochs=160,patience=25,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu_covid,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,pathogen_inputs=flu_rsv,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,forecast_targets=flu,joint_weight=0.025,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,width=32,epochs=160,patience=25,lr=0.002,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu,correction_weeks=2,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_covid,correction_weeks=2,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_rsv,correction_weeks=2,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,correction_weeks=2,joint_weight=0.05,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,lookback=8,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,spatial=neighbors,decoder=quantile,width=32,epochs=160,patience=25,lr=0.0005,fit_partition=pathogen,weight_decay=0.0001,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,ili_steps=400,correction_weeks=2,ili_weight=0.05,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,ili_steps=400,correction_weeks=2,ili_weight=0.05,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,ili_steps=400,correction_weeks=2,ili_weight=0.05,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,ili_steps=400,correction_weeks=2,ili_weight=0.05,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,ili_steps=400,correction_weeks=2,ili_training=pretrain,ili_weight=0.05,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,ili_steps=400,correction_weeks=2,ili_training=pretrain,ili_weight=0.05,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,ili_steps=400,correction_weeks=2,ili_training=pretrain,ili_weight=0.05,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,ili_steps=400,correction_weeks=2,ili_training=pretrain,ili_weight=0.05,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,ili_units=flu_scaled,ili_steps=400,correction_weeks=2,ili_training=pretrain,ili_weight=0.05,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,ili_units=flu_scaled,ili_steps=400,correction_weeks=2,ili_training=pretrain,ili_weight=0.05,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,ili_units=flu_scaled,ili_steps=400,correction_weeks=2,ili_training=pretrain,ili_weight=0.05,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,ili_units=flu_scaled,ili_steps=400,correction_weeks=2,ili_training=pretrain,ili_weight=0.05,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,ili_units=flu_scaled,ili_steps=400,correction_weeks=2,ili_training=joint,ili_weight=0.05,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,ili_units=flu_scaled,ili_steps=400,correction_weeks=2,ili_training=joint,ili_weight=0.05,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,ili_units=flu_scaled,ili_steps=400,correction_weeks=2,ili_training=joint,ili_weight=0.05,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,ili_units=flu_scaled,ili_steps=400,correction_weeks=2,ili_training=joint,ili_weight=0.05,joint_weight=0.1,correction_penalty=3.0,correction_strength=0.75,reporting_missingness=0,nowcast_weeks=4,lookback=8,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,weight_decay=0.0001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,ili_steps=400,ili_weight=0.05,joint_weight=0.025,correction_strength=0.5,reporting_missingness=0,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,ili_steps=400,ili_weight=0.05,joint_weight=0.025,correction_strength=0.5,reporting_missingness=0,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,epochs=320,patience=40,lr=0.0003,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
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pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,ili_steps=400,correction_weeks=4,ili_weight=0.05,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,width=32,epochs=320,patience=40,lr=0.0005,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_covid,ili_steps=400,correction_weeks=4,ili_weight=0.05,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,width=32,epochs=320,patience=40,lr=0.0005,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu_rsv,ili_steps=400,correction_weeks=4,ili_weight=0.05,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,width=32,epochs=320,patience=40,lr=0.0005,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
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pilot_method=corrected,forecast_targets=flu,pathogen_inputs=flu,ili_steps=400,correction_weeks=4,ili_training=pretrain,ili_weight=0.05,joint_weight=0.025,correction_penalty=3.0,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mlp,decoder=quantile,width=32,epochs=320,patience=40,lr=0.0005,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
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pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,ili_steps=400,correction_weeks=4,ili_weight=0.05,joint_weight=0.05,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.5,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,width=32,epochs=320,patience=40,lr=0.0003,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=two_stage,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu,ili_steps=400,correction_weeks=4,ili_training=pretrain,ili_weight=0.05,joint_weight=0.05,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.5,count_transform=log1p,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,width=32,epochs=320,patience=40,lr=0.0003,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
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pilot_method=errors,revision_scope=early_actual,forecast_targets=flu,ili_units=flu_scaled,ili_steps=400,correction_weeks=4,ili_training=pretrain,ili_weight=0.05,joint_weight=0.05,correction_penalty=30.0,reporting_missingness=0,reporting_strength=0.25,nowcast_weeks=4,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
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pilot_method=joint,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_covid,ili_units=flu_scaled,ili_steps=400,correction_weeks=4,ili_training=joint,ili_weight=0.05,joint_weight=0.25,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,pilot_nowcaster=real_tree,forecast_targets=flu,pathogen_inputs=flu_rsv,ili_units=flu_scaled,ili_steps=400,correction_weeks=4,ili_training=joint,ili_weight=0.05,joint_weight=0.25,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,pilot_nowcaster=real_tree,forecast_targets=flu,ili_units=flu_scaled,ili_steps=400,correction_weeks=4,ili_training=joint,ili_weight=0.05,joint_weight=0.25,correction_strength=0.75,reporting_missingness=0,reporting_strength=0.25,lookback=8,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu,ili_steps=400,correction_weeks=2,ili_weight=0.05,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_covid,ili_steps=400,correction_weeks=2,ili_weight=0.05,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_rsv,ili_steps=400,correction_weeks=2,ili_weight=0.05,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,ili_steps=400,correction_weeks=2,ili_weight=0.05,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu,ili_steps=400,correction_weeks=2,ili_training=pretrain,ili_weight=0.05,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_covid,ili_steps=400,correction_weeks=2,ili_training=pretrain,ili_weight=0.05,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_rsv,ili_steps=400,correction_weeks=2,ili_training=pretrain,ili_weight=0.05,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,ili_steps=400,correction_weeks=2,ili_training=pretrain,ili_weight=0.05,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu,ili_units=flu_scaled,ili_steps=400,correction_weeks=2,ili_training=pretrain,ili_weight=0.05,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_covid,ili_units=flu_scaled,ili_steps=400,correction_weeks=2,ili_training=pretrain,ili_weight=0.05,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_rsv,ili_units=flu_scaled,ili_steps=400,correction_weeks=2,ili_training=pretrain,ili_weight=0.05,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,ili_units=flu_scaled,ili_steps=400,correction_weeks=2,ili_training=pretrain,ili_weight=0.05,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu,ili_units=flu_scaled,ili_steps=400,correction_weeks=2,ili_training=joint,ili_weight=0.05,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_covid,ili_units=flu_scaled,ili_steps=400,correction_weeks=2,ili_training=joint,ili_weight=0.05,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,pathogen_inputs=flu_rsv,ili_units=flu_scaled,ili_steps=400,correction_weeks=2,ili_training=joint,ili_weight=0.05,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,forecast_targets=flu,ili_units=flu_scaled,ili_steps=400,correction_weeks=2,ili_training=joint,ili_weight=0.05,joint_weight=0.1,correction_penalty=30.0,correction_strength=0.5,reporting_missingness=0,reporting_strength=0.25,lookback=16,count_transform=sqrt,ed_transform=logit,loss_weights=flu_hosp_ed,encoder=series_mixer,decoder=quantile,epochs=320,patience=40,lr=0.002,weight_decay=0.001,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two