pilot_method=finalized,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=distance,decoder=quantile,epochs=120,patience=15,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=distance,epochs=120,patience=15,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=distance,epochs=120,patience=15,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=distance,epochs=120,patience=15,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,revision_scope=early_actual,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=distance,epochs=120,patience=15,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,reporting_probability=0.5,reporting_missingness=0,reporting_method=synchronous_log,reporting_strength=0.5,ed_transform=logit,spatial=distance,epochs=120,patience=15,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,joint_weight=0.05,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=distance,epochs=120,patience=15,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,joint_weight=0.25,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,ed_transform=logit,spatial=distance,epochs=120,patience=15,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=distance,epochs=120,patience=15,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,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=distance,epochs=120,patience=15,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=neighbors,decoder=quantile,epochs=120,patience=15,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=neighbors,epochs=120,patience=15,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=neighbors,epochs=120,patience=15,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=neighbors,epochs=120,patience=15,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,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=neighbors,epochs=120,patience=15,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,reporting_probability=0.5,reporting_missingness=0,reporting_method=synchronous_log,reporting_strength=0.5,ed_transform=logit,spatial=neighbors,epochs=120,patience=15,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,joint_weight=0.05,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=neighbors,epochs=120,patience=15,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=joint,joint_weight=0.25,reporting_missingness=0,reporting_strength=0.5,nowcast_weeks=4,ed_transform=logit,spatial=neighbors,epochs=120,patience=15,fit_partition=target,covariate_encoder=summary,covariate_set=kinsa,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=corrected,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=neighbors,epochs=120,patience=15,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,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=neighbors,epochs=120,patience=15,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,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=distance,epochs=120,patience=15,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,pilot_nowcaster=real_mlp,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=distance,epochs=120,patience=15,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,pilot_nowcaster=pretrained_mlp,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=distance,epochs=120,patience=15,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,encoder=series_mlp,width=32,epochs=120,patience=15,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,ili_training=pretrain,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,encoder=series_mlp,width=32,epochs=120,patience=15,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,ili_training=joint,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,encoder=series_mlp,width=32,epochs=120,patience=15,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,encoder=series_mlp,width=32,epochs=120,patience=15,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,growth_anchor=1,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,encoder=series_mlp,width=32,epochs=120,patience=15,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,encoder=series_mixer,width=32,epochs=120,patience=15,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,ili_training=pretrain,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,encoder=series_mixer,width=32,epochs=120,patience=15,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,ili_training=joint,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,encoder=series_mixer,width=32,epochs=120,patience=15,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,encoder=series_mixer,width=32,epochs=120,patience=15,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,growth_anchor=1,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,encoder=series_mixer,width=32,epochs=120,patience=15,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=finalized,joint_weight=0.05,reporting_missingness=0,reporting_strength=0.5,lookback=8,ed_transform=logit,spatial=neighbors,width=32,epochs=120,patience=15,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=reported,joint_weight=0.05,reporting_missingness=0,reporting_strength=0.5,lookback=8,ed_transform=logit,spatial=distance,epochs=120,patience=15,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two
pilot_method=errors,joint_weight=0.05,reporting_missingness=0,reporting_strength=0.5,ed_transform=logit,spatial=distance,epochs=120,patience=15,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=joint,joint_weight=0.05,reporting_missingness=0,reporting_strength=0.5,lookback=10,ed_transform=logit,width=32,epochs=120,patience=15,lr=0.0005,fit_partition=pathogen,covariate_encoder=summary,input_mode=scheduled_final,input_normalization=b0,evaluation_seasons=recent_two