{"id":"W2313785513","doi":"10.1177/0706743716639929","title":"National Prevalence of Mental Disorders among Incoming Canadian Male Offenders","year":2016,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Community Safety and Correctional Services","funders":"","keywords":"Psychiatry; Psychology; Mental health; Prevalence of mental disorders; Clinical psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003788164,0.0002619662,0.0001922323,0.002040594,0.00282344,0.0008074744,0.0007513328,0.0002153133,0.003433904],"category_scores_gemma":[0.001156001,0.0002001766,0.0002581929,0.001666952,0.0004210667,0.0002269672,0.0005965082,0.0004052559,0.0002536125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01138742,"about_ca_system_score_gemma":0.01205728,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9861404,"about_ca_topic_score_gemma":0.9934115,"domain_scores_codex":[0.9992755,0.00002722924,0.00002979076,0.00006372324,0.0003953009,0.0002085169],"domain_scores_gemma":[0.9990402,0.00002599732,0.0001829382,0.00001905599,0.0005516334,0.00018017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003037029,0.00003310864,0.981632,0.00007223129,0.00002619611,0.0001343566,0.0009104366,0.00003829789,0.0002892504,0.00009166199,0.003193863,0.01354831],"study_design_scores_gemma":[0.000001612499,0.00001433006,0.9976887,0.00002915309,0.00001021655,0.0001391924,0.000994399,0.00004148851,0.00006344639,0.000007361346,0.001005255,0.000004865422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986615,0.0008035378,0.00009192245,0.0003804793,0.00001832795,0.00008118474,0.005981146,0.00002547507,0.00600291],"genre_scores_gemma":[0.9956385,0.00090502,0.0002573459,0.000120266,0.00001032911,0.00002446492,0.00150864,0.000004052405,0.001531362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01385963,"threshold_uncertainty_score":0.08262193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01715221215527009,"score_gpt":0.2667429269990549,"score_spread":0.2495907148437848,"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."}}