{"id":"W7160658361","doi":"10.17605/osf.io/ys6dt","title":"Canadian Forensic Mental Health System Survey","year":2025,"lang":"","type":"article","venue":"Open MIND","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00117056,0.0006182787,0.0005939235,0.00663571,0.004882627,0.001192821,0.002777352,0.001030202,0.01662176],"category_scores_gemma":[0.005739853,0.0007819519,0.001023573,0.01124529,0.0007030349,0.0009899965,0.001786794,0.001462657,0.001633158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06642327,"about_ca_system_score_gemma":0.0994269,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9982074,"about_ca_topic_score_gemma":0.9994112,"domain_scores_codex":[0.9983834,0.0001119455,0.0001299688,0.0001486818,0.0007426189,0.0004832951],"domain_scores_gemma":[0.9937733,0.0002260867,0.0006528492,0.0001301254,0.0040709,0.001146747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001428075,0.0001755879,0.7924056,0.000535564,0.0001418163,0.0002360435,0.001451517,0.0002844316,0.0001324142,0.001746885,0.1859913,0.01675598],"study_design_scores_gemma":[0.00004381278,0.00001783866,0.9821731,0.000178822,0.00003982251,0.0001025163,0.001539248,0.0001937261,0.00003673631,0.000129584,0.01551218,0.00003259847],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4845678,0.005735061,0.0005122614,0.01138585,0.0004433654,0.001615029,0.4242471,0.0001618336,0.07133177],"genre_scores_gemma":[0.8388355,0.01110872,0.001626464,0.004284176,0.0001667371,0.001278586,0.1047019,0.00007745649,0.03792055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06642327,"threshold_uncertainty_score":0.4819369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05625008189639653,"score_gpt":0.3782795535566503,"score_spread":0.3220294716602538,"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."}}