{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003541452,0.0002592774,0.0002075804,0.0008015056,0.0005077922,0.0004032674,0.0001926798,0.000259031,0.002097514],"category_scores_gemma":[0.003418957,0.0001838499,0.0003706294,0.0003976628,0.0002610653,0.0002725007,0.0006077231,0.0006109666,0.0001224688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004082546,"about_ca_system_score_gemma":0.0006316885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002792129,"about_ca_topic_score_gemma":0.00566292,"domain_scores_codex":[0.9996548,0.00009078655,0.00004377767,0.00004171968,0.0000777493,0.00009130439],"domain_scores_gemma":[0.9986863,0.0002192963,0.0006352095,0.00005769862,0.0001153114,0.000286078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005733889,0.00004338184,0.9962474,0.000003682504,0.00001511011,0.00005835738,0.00009959526,0.00003675447,0.00006924337,0.00005015908,0.00004455111,0.003274402],"study_design_scores_gemma":[0.000002707587,0.00007256302,0.9990005,0.000005864265,0.00001118471,0.0003321995,0.0002291118,0.0001414299,0.00004333428,0.0000935658,0.00006502342,0.000002488702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989088,0.0001115126,0.00006240057,0.00005657376,0.000003599555,0.000005841557,0.00004539049,0.000002384474,0.0008035536],"genre_scores_gemma":[0.9996585,0.00005007411,0.00009947046,0.000005902032,0.000004195698,0.00000294083,0.00007342175,6.388319e-7,0.000104844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002792129,"threshold_uncertainty_score":0.007016897,"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."}}