{"id":"W3157319764","doi":"10.3389/fpsyt.2021.563906","title":"The Impact of COVID-19 on Psychiatric Emergency and Inpatient Services in the First Month of the Pandemic in a Large Urban Mental Health Hospital in Ontario, Canada","year":2021,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; University of Toronto","funders":"National Institute of Mental Health; Canadian Institutes of Health Research; Centre for Addiction and Mental Health Foundation; Fondation Brain Canada; Physicians' Services Incorporated Foundation; National Institutes of Health; Stanley Medical Research Institute; Brain and Behavior Research Foundation","keywords":"Pandemic; Mental health; Medicine; Emergency department; Coronavirus disease 2019 (COVID-19); Medical emergency; Social distance; Emergency medicine; Psychiatry; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001103932,0.0002862609,0.0004041246,0.0008202669,0.003179301,0.001732548,0.001358505,0.00055739,0.001447833],"category_scores_gemma":[0.006307077,0.0003201526,0.0005957363,0.002010737,0.001596737,0.0006694998,0.001913671,0.001722866,0.0001215265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05359351,"about_ca_system_score_gemma":0.04540945,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9834495,"about_ca_topic_score_gemma":0.9948059,"domain_scores_codex":[0.9978905,0.0002631338,0.0001163088,0.0001377634,0.0005203083,0.001071896],"domain_scores_gemma":[0.9934569,0.0005261597,0.001675438,0.000109045,0.001381305,0.002851162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002373145,0.0001719436,0.9851016,0.00007439376,0.00009048942,0.0002321945,0.003376338,0.0002999401,0.0002001236,0.0001675442,0.003185862,0.006862232],"study_design_scores_gemma":[0.000005692641,0.00002939682,0.9961506,0.00003118824,0.000008460926,0.00002028136,0.003220314,0.0001366134,0.0000270902,0.00001600254,0.0003452971,0.000009147202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942521,0.0004376718,0.00003159246,0.002536093,0.00002796692,0.00004267184,0.00116985,0.000005748625,0.001496272],"genre_scores_gemma":[0.9983133,0.0003369143,0.00008118581,0.0004011034,0.00001831274,0.00001649478,0.0004897567,0.000003734383,0.0003391478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05359351,"threshold_uncertainty_score":0.3888499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009906863378195732,"score_gpt":0.3143509383798742,"score_spread":0.3044440750016784,"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."}}