{"id":"W4401159011","doi":"10.1101/2024.07.27.24310746","title":"Revamping the Day Hospital Program at North York General Hospital in response to COVID-related changes in patient demographics","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; North York General Hospital; University of Toronto","funders":"","keywords":"Workload; Referral; Medicine; Population; Psychological intervention; Phone; Pandemic; Coronavirus disease 2019 (COVID-19); Nursing; Psychology; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002706864,0.0003211609,0.0001937306,0.000400071,0.002395598,0.001082074,0.001763515,0.0007005382,0.007314593],"category_scores_gemma":[0.004859545,0.0002583151,0.0003338757,0.0002816128,0.001146203,0.000768294,0.005211063,0.001696238,0.0005519065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005499804,"about_ca_system_score_gemma":0.02071028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02489943,"about_ca_topic_score_gemma":0.09118295,"domain_scores_codex":[0.998073,0.0007852247,0.00006542413,0.0001628603,0.0002461325,0.000667265],"domain_scores_gemma":[0.9923264,0.0006846068,0.0004021409,0.0002682743,0.0007265409,0.005592156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001284236,0.008053088,0.1007263,0.001384253,0.00009706205,0.001831197,0.03486075,0.00263838,0.01758845,0.001391122,0.04919868,0.7809465],"study_design_scores_gemma":[0.001074861,0.01413089,0.759711,0.001423502,0.00009785189,0.001105161,0.06153834,0.003341286,0.008040109,0.001180151,0.1481089,0.0002478555],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778737,0.0002919619,0.001769371,0.009484231,0.0003110857,0.00174036,0.0001594093,0.0003338417,0.008036035],"genre_scores_gemma":[0.9700407,0.0004523944,0.01217559,0.003267993,0.0002095841,0.002148799,0.0003972621,0.00005638244,0.01125148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02489943,"threshold_uncertainty_score":0.04950899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02905197557122719,"score_gpt":0.3467572457320731,"score_spread":0.3177052701608459,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}