{"id":"W2090359640","doi":"10.1177/009385402236735","title":"A Prevention-Based Paradigm for Violence Risk Assessment","year":2002,"lang":"en","type":"article","venue":"Criminal Justice and Behavior","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":283,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Mental Health & Substance Use Services","funders":"","keywords":"Risk assessment; Risk management; Intervention (counseling); Human factors and ergonomics; Poison control; Risk analysis (engineering); Suicide prevention; Injury prevention; Risk management tools; Occupational safety and health; Applied psychology; Psychology; Medical emergency; Medicine; Computer science; Computer security; Psychiatry; Business","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":[0.01464074,0.001968145,0.0008885839,0.005436005,0.002640075,0.00734487,0.003877584,0.003109866,0.004056321],"category_scores_gemma":[0.0133624,0.0006943614,0.001514685,0.002069015,0.01436034,0.006000211,0.003930982,0.007022049,0.001212608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006689536,"about_ca_system_score_gemma":0.01192486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005926284,"about_ca_topic_score_gemma":0.005131735,"domain_scores_codex":[0.988448,0.007275947,0.0005154449,0.001079413,0.002289679,0.0003916126],"domain_scores_gemma":[0.9929715,0.003775218,0.0005712782,0.0006085298,0.001499496,0.0005739452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001322191,0.00009587056,0.001454087,0.0001701446,0.00002690584,0.00007106777,0.001194275,0.002468718,0.0001109668,0.9692734,0.001737654,0.02338359],"study_design_scores_gemma":[0.00004338726,0.0001091232,0.0007411544,0.0002763703,0.00004055182,0.0003627384,0.0008600691,0.01155209,0.0002837348,0.9516245,0.0340738,0.0000324354],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004062166,0.003386281,0.8667318,0.04188885,0.0007314126,0.0007294065,0.0001685737,0.0002089392,0.08209258],"genre_scores_gemma":[0.3876343,0.005073776,0.5824347,0.006834023,0.0008011932,0.003800438,0.0003148456,0.0001173507,0.0129893],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01464074,"threshold_uncertainty_score":0.07742852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07993071698895753,"score_gpt":0.3937759427769499,"score_spread":0.3138452257879924,"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."}}