{"id":"W2163117280","doi":"10.12927/hcq..18104","title":"A Statistical Survey of Canadian Forensic Mental Health Inpatient Programs","year":2006,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Psychiatric care and mental health services","field":"Psychology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Staffing; Mental health; Nova scotia; Forensic psychiatry; Population; Medicine; Psychiatry; Nursing; Psychology; Family medicine; Environmental health; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0005724902,0.00021831,0.0004372707,0.000492967,0.0002081949,0.00001745006,0.0001700933,0.0001416431,0.0001847117],"category_scores_gemma":[0.000001214756,0.0002190511,0.00006076135,0.0008821304,0.00007955686,0.00005352423,0.0000076456,0.0002139039,0.000110089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003736446,"about_ca_system_score_gemma":0.001229166,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9932569,"about_ca_topic_score_gemma":0.9942812,"domain_scores_codex":[0.9967936,0.0004915333,0.0009106483,0.0004454374,0.0003325887,0.001026167],"domain_scores_gemma":[0.9983363,0.00007691242,0.0002974336,0.000399347,0.0001660739,0.0007238935],"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":[0.0003996197,0.0008330452,0.240724,0.0008118687,0.00004465188,0.00002584917,0.02702316,1.242122e-7,0.000001740001,0.03233688,0.09073611,0.607063],"study_design_scores_gemma":[0.0009922534,0.005879313,0.9620183,0.00009443267,0.000005606408,0.00003497588,0.007246293,0.000007470921,9.664817e-7,0.0005400003,0.02295189,0.0002285065],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709013,0.003794532,0.00007723348,0.009050933,0.00452524,0.002370633,0.003647011,0.0001139582,0.005519137],"genre_scores_gemma":[0.9935254,0.00001614281,0.0006210171,0.002176994,0.0001478654,0.00008883513,0.003250611,0.00003286978,0.0001403051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7212943,"threshold_uncertainty_score":0.8932644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03548926528533059,"score_gpt":0.3467099157932516,"score_spread":0.311220650507921,"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."}}