{"id":"W2891703322","doi":"10.4324/9780203843666-6","title":"Violence Risk Assessment Tools: Overview and Critical Analysis","year":2011,"lang":"en","type":"article","venue":"","topic":"Crime Patterns and Interventions","field":"Social Sciences","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intervention (counseling); Psychology; Risk assessment; Risk analysis (engineering); Risk management tools; Applied psychology; Actuarial science; Computer science; Medicine; Computer security; Business; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004388158,0.00004147502,0.00009323961,0.00004873656,0.0002345013,0.00008671056,0.00008869382,0.00002733426,0.02145029],"category_scores_gemma":[0.0001254049,0.00003481294,0.0001117924,0.000200669,0.0001382092,0.0002109992,0.00003901045,0.00005465341,0.00002968991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001795217,"about_ca_system_score_gemma":0.00001712901,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01773344,"about_ca_topic_score_gemma":0.006881156,"domain_scores_codex":[0.9993598,0.0001307272,0.0001161031,0.0001332167,0.0001296357,0.0001304798],"domain_scores_gemma":[0.9996521,0.00008416667,0.00002255957,0.0001014813,0.00005590501,0.00008375882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001284753,0.0001538349,0.5651492,0.00001003653,0.000141438,0.000002213531,0.002055451,1.339168e-7,0.000003682384,0.3712497,0.0005432708,0.06068976],"study_design_scores_gemma":[0.00005436103,0.00005097444,0.976502,0.00004088555,0.0004570426,1.888522e-7,0.004049513,0.0002202218,0.00001971503,0.01348582,0.005008649,0.0001106421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4555758,0.001222238,0.05198811,0.001033254,0.0002113402,0.0001523041,0.00003982544,0.00009565173,0.4896815],"genre_scores_gemma":[0.9956607,0.001598789,0.002180728,0.000113979,0.00002555493,0.000006704472,9.732533e-7,0.000001740302,0.0004108913],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5400848,"threshold_uncertainty_score":0.9888076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2061874126090391,"score_gpt":0.4665537933076558,"score_spread":0.2603663806986167,"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."}}