{"id":"W2789320453","doi":"10.1192/bjo.2017.4","title":"Prevalence and predictors of involuntary psychiatric hospital admissions in Ontario, Canada: a population-based linked administrative database study","year":2018,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto; Centre for Addiction and Mental Health","funders":"Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Poisson regression; Declaration; Mental health; Christian ministry; Public health; Psychiatry; Population; Family medicine; Environmental health; Nursing","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":[0.0008957099,0.0003843609,0.0005872729,0.002035738,0.002372578,0.001399715,0.001762339,0.0005035331,0.001943117],"category_scores_gemma":[0.003786623,0.0005697466,0.0007208412,0.006879489,0.0007844117,0.0005311347,0.001368337,0.0007522466,0.0002187769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03070737,"about_ca_system_score_gemma":0.03820214,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9922444,"about_ca_topic_score_gemma":0.9946889,"domain_scores_codex":[0.9982827,0.0001252437,0.0001935878,0.0002698467,0.0006917783,0.0004368648],"domain_scores_gemma":[0.9953009,0.0002775256,0.001547165,0.0001825768,0.00174894,0.0009428923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003882175,0.0000210752,0.9965,0.00006032301,0.00005341036,0.0000545764,0.0004191608,0.00004977064,0.00005640629,0.00004333974,0.001385183,0.001317846],"study_design_scores_gemma":[0.000005714591,0.000009340471,0.9987925,0.00003785576,0.00001886627,0.00003102807,0.0004676948,0.0001616829,0.00001137341,0.00001048411,0.0004475094,0.000005872019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971771,0.001412376,0.0002216321,0.0007118878,0.00002571221,0.0001867991,0.02332951,0.00002538601,0.00231576],"genre_scores_gemma":[0.9919394,0.000957965,0.0002982302,0.0001792932,0.0000133102,0.00008684484,0.005794633,0.000008625406,0.0007217148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03070737,"threshold_uncertainty_score":0.2227986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06014613748009612,"score_gpt":0.3917635967972323,"score_spread":0.3316174593171362,"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."}}