{"id":"W2340678762","doi":"10.1177/0093854816637889","title":"Risk and Protective Factors for Inpatient Aggression","year":2016,"lang":"en","type":"article","venue":"Criminal Justice and Behavior","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Psychopathy; Psychiatry; Clinical psychology; Predictive validity; Psychological intervention; Medicine; Risk assessment; Recidivism; Poison control; Injury prevention; Aggression; Occupational safety and health; Human factors and ergonomics; Suicide prevention; Personality; Psychology; Medical emergency; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001489515,0.0002211917,0.000203888,0.00010976,0.0002469699,0.00002581926,0.0000929364,0.0001396445,0.00006870095],"category_scores_gemma":[0.0001351131,0.0001410135,0.00005020807,0.00005889939,0.0001774698,0.0001144536,0.0000486802,0.000132132,0.00001788303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003362811,"about_ca_system_score_gemma":0.00001407809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006878291,"about_ca_topic_score_gemma":0.00001781985,"domain_scores_codex":[0.9987434,0.0000688146,0.0002276781,0.0004827318,0.0001277039,0.0003497425],"domain_scores_gemma":[0.9990596,0.000289302,0.0001878915,0.0002248151,0.00006515024,0.000173245],"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":[0.001298398,0.000858956,0.07260775,0.0005025702,0.00005728796,0.00003411133,0.01947142,4.671012e-8,0.01320388,0.001280301,0.01079164,0.8798937],"study_design_scores_gemma":[0.004969856,0.004250736,0.9246408,0.0007062775,0.01239467,0.0001232039,0.04545174,0.000004542577,0.002833892,0.0006861462,0.003086296,0.000851816],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785316,0.0005813654,0.002379521,0.00006263785,0.01731938,0.0007599757,0.0001447633,0.00005101088,0.0001697524],"genre_scores_gemma":[0.99817,0.00007362868,0.0005601962,0.00007104976,0.0005592181,0.0002992387,0.000006473291,0.00003293225,0.0002272571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8790419,"threshold_uncertainty_score":0.5750363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05380305061615036,"score_gpt":0.3490343553738043,"score_spread":0.295231304757654,"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."}}