{"id":"W2046934141","doi":"10.3138/cjccj.49.4.519","title":"Offender Risk Assessment and Sentencing","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Criminology and Criminal Justice/La Revue canadienne de criminologie et de justice pénale","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Safety Canada","funders":"","keywords":"Psychology; Criminal justice; Risk assessment; Criminology; Suspect; Management","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":[0.01317958,0.0005805095,0.0008507314,0.005171286,0.005820119,0.009728884,0.002063388,0.006080135,0.004181267],"category_scores_gemma":[0.11163,0.000374868,0.0007459924,0.00255119,0.00603984,0.005153884,0.00332527,0.008159257,0.0006443986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01795474,"about_ca_system_score_gemma":0.02925383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2133486,"about_ca_topic_score_gemma":0.28847,"domain_scores_codex":[0.9756321,0.009050405,0.001852569,0.0006579907,0.01152967,0.001277184],"domain_scores_gemma":[0.9520809,0.02129892,0.003776386,0.0007566491,0.01931291,0.002774267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00005289414,0.00007972333,0.01196966,0.0005050784,0.00006391506,0.0004698893,0.009450953,0.0007218646,0.00004903221,0.0622797,0.7434471,0.1709103],"study_design_scores_gemma":[0.00002167162,0.0001047278,0.05537004,0.006860347,0.0001246963,0.001236617,0.01788519,0.002614066,0.0002515834,0.1203273,0.794859,0.0003447113],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008678627,0.0917613,0.003061743,0.8168872,0.03351127,0.0001304849,0.0002868863,0.00009228873,0.04559021],"genre_scores_gemma":[0.533808,0.2244291,0.009676896,0.07503161,0.09878401,0.000423661,0.00066624,0.0002889817,0.05689146],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2133486,"threshold_uncertainty_score":0.4242135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025907621894254,"score_gpt":0.3602658950716408,"score_spread":0.2576751328822154,"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."}}