{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006303438,0.0003495086,0.0004365437,0.001745541,0.003508274,0.001597969,0.001592495,0.0003622031,0.004300999],"category_scores_gemma":[0.004319181,0.0003561119,0.0008449712,0.00518656,0.0009741079,0.0004295789,0.00146309,0.0008202982,0.0002455211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0508386,"about_ca_system_score_gemma":0.06518413,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9978141,"about_ca_topic_score_gemma":0.9985329,"domain_scores_codex":[0.998689,0.0001058225,0.0001102674,0.0001331262,0.0004335555,0.0005282444],"domain_scores_gemma":[0.9944658,0.0003256997,0.001928878,0.0001154783,0.001624368,0.001539779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004907135,0.00002247799,0.9904731,0.0001126457,0.00005989724,0.0001062337,0.0007467368,0.0002701615,0.00005711305,0.0002194166,0.004560768,0.003322387],"study_design_scores_gemma":[0.000006513352,0.00001118194,0.9965821,0.0001043875,0.00001980008,0.00004734786,0.001194931,0.0003386006,0.00001777386,0.00005360459,0.001612463,0.00001129167],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9518158,0.00333737,0.0003471127,0.004573807,0.00009371823,0.0001691079,0.03191639,0.00005434315,0.007692269],"genre_scores_gemma":[0.9917509,0.001489506,0.0002286121,0.0002181114,0.00002724829,0.00004869597,0.004741618,0.000009687098,0.001485655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0508386,"threshold_uncertainty_score":0.3688616,"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."}}