{"id":"W4221000371","doi":"10.35502/jcswb.222","title":"Offenders on judicial orders: Implications for evidence-based risk management in policing","year":2022,"lang":"en","type":"article","venue":"Journal of Community Safety and Well-Being","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Neglect; Law enforcement; Mental health; Psychology; Rehabilitation; Enforcement; Criminology; Service (business); Risk management; Psychiatry; Political science; Law; Business","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004543638,0.00007216873,0.0001546655,0.0002571959,0.00387452,0.00005777891,0.0003306703,0.00003257074,0.00005549024],"category_scores_gemma":[0.0002710489,0.00007572383,0.00009042082,0.0003194243,0.0000936713,0.0003032254,0.00008065987,0.0007901204,8.753323e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002556402,"about_ca_system_score_gemma":0.0001233182,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0379014,"about_ca_topic_score_gemma":0.01035996,"domain_scores_codex":[0.9976908,0.001500301,0.0003333057,0.00005356168,0.0002140364,0.0002079953],"domain_scores_gemma":[0.9969888,0.002352091,0.000359363,0.0001608525,0.00005931515,0.00007962358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.002238739,0.00111476,0.06268825,0.0001134493,0.0002641496,0.000004503192,0.4011145,0.06473687,0.00008856585,0.2734319,0.003644159,0.1905602],"study_design_scores_gemma":[0.002878111,0.0011586,0.5072638,0.000506367,0.0003104662,0.00001311781,0.1782517,0.0008115867,0.000009128399,0.09128591,0.2171157,0.0003955285],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8794985,0.00007574975,0.004808868,0.06837884,0.0003489006,0.0004947427,0.0000131264,0.00002196161,0.04635925],"genre_scores_gemma":[0.9952878,0.001873891,0.0004869891,0.002146666,0.0001294845,0.000008794254,0.000002037138,0.000006950548,0.00005739399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4445755,"threshold_uncertainty_score":0.9974223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08212931412613436,"score_gpt":0.3858886328517487,"score_spread":0.3037593187256143,"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."}}