{"id":"W1996740194","doi":"10.1080/14999013.2011.553146","title":"START Changing Practice: Implementing a Risk Assessment and Management Tool in a Civil Psychiatric Setting","year":2011,"lang":"en","type":"article","venue":"International Journal of Forensic Mental Health","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Mental health; Unit (ring theory); Forensic psychiatry; Psychology; Process (computing); Risk management; Risk assessment; Set (abstract data type); Variety (cybernetics); Mental illness; Applied psychology; Nursing; Medicine; Psychiatry; Business; Computer science; Computer security","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003887187,0.0002654094,0.0003745555,0.001201643,0.0002016598,0.00006843296,0.0003886081,0.00006061133,0.0002797107],"category_scores_gemma":[0.00004592917,0.0002574009,0.0001269793,0.0003572808,0.00006204061,0.0005125338,0.0001981165,0.0005466811,0.00001311545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006836861,"about_ca_system_score_gemma":0.0001329319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000307232,"about_ca_topic_score_gemma":0.0002712828,"domain_scores_codex":[0.9962252,0.0003516609,0.001459077,0.0003840075,0.0008439727,0.0007361305],"domain_scores_gemma":[0.9972814,0.0001416663,0.00201912,0.0002232804,0.0001691707,0.0001654005],"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":[0.001811472,0.001693803,0.2923999,0.0001451864,0.001735265,0.0006614592,0.04422203,0.000005767615,0.00002293873,0.04728815,0.08682219,0.5231919],"study_design_scores_gemma":[0.02212966,0.004662958,0.7132148,0.002788448,0.0003377093,0.007474836,0.1451949,0.0007718199,0.00003881961,0.01712022,0.08479489,0.001470993],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.829596,0.002326891,0.004460852,0.008234745,0.1114272,0.001256561,0.0001238447,0.00005637392,0.04251752],"genre_scores_gemma":[0.9224409,0.0007734557,0.07307142,0.00229289,0.001249448,0.00002098487,0.00001731518,0.00004581808,0.00008770283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5217209,"threshold_uncertainty_score":0.9999878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03063078653600276,"score_gpt":0.3928246520985683,"score_spread":0.3621938655625655,"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."}}