{"id":"W4401919776","doi":"10.1192/j.eurpsy.2024.692","title":"Social determinants of involuntary psychiatric hospital admissions in Ontario, Canada","year":2024,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Psychiatric care and mental health services","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Psychiatry; Psychiatric hospital; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003507129,0.000292059,0.0003448146,0.0003201343,0.0001307347,0.00002359198,0.000449513,0.00009674258,0.002058584],"category_scores_gemma":[0.000002617132,0.0002874678,0.0001694512,0.000720916,0.00003512856,0.0001090501,0.00009302986,0.0006037158,0.0001641146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002976463,"about_ca_system_score_gemma":0.00270291,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9461093,"about_ca_topic_score_gemma":0.9956365,"domain_scores_codex":[0.9974067,0.0002446314,0.0008523476,0.0006042648,0.0003179198,0.0005741808],"domain_scores_gemma":[0.9990942,0.00004876217,0.0001666937,0.0003813543,0.00002745715,0.0002814978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001502229,0.000661242,0.6633261,0.0005526795,0.00007971136,0.0003502068,0.02046837,8.513601e-7,0.000007096877,0.001815744,0.3065844,0.006003312],"study_design_scores_gemma":[0.0009923081,0.0003581418,0.899723,0.0004635504,0.00007072196,0.00006445744,0.009062183,0.000006028204,0.00000299924,0.0005195733,0.08825848,0.0004785805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8898276,0.007575592,0.000002608544,0.001025217,0.02092507,0.0003984884,0.00006135222,0.0000699416,0.08011409],"genre_scores_gemma":[0.9946289,0.00001192158,0.000271395,0.001146067,0.000896794,0.00002585674,0.00003457882,0.00007575892,0.00290875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2363968,"threshold_uncertainty_score":0.9999577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01609928774799855,"score_gpt":0.30833346764903,"score_spread":0.2922341799010315,"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."}}