{"id":"W4296578752","doi":"10.1080/15564886.2022.2117750","title":"Risk Constructs Behind Ontario Domestic Assault Risk Assessment","year":2022,"lang":"en","type":"article","venue":"Victims & Offenders","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University; Carleton University","funders":"","keywords":"Risk assessment; Suicide prevention; Human factors and ergonomics; Poison control; Occupational safety and health; Injury prevention; Criminology; Environmental health; Psychology; Medical emergency; Medicine; Computer security; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00584304,0.0005878805,0.0004137016,0.004452533,0.002472075,0.002125787,0.001433697,0.0003787983,0.002634221],"category_scores_gemma":[0.030636,0.0003957655,0.0007685876,0.003856027,0.002063404,0.001328397,0.002623505,0.001091406,0.0002339207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02198931,"about_ca_system_score_gemma":0.0202436,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6596999,"about_ca_topic_score_gemma":0.7555867,"domain_scores_codex":[0.9945081,0.001129405,0.0005827898,0.0003395383,0.003042728,0.0003974865],"domain_scores_gemma":[0.9815703,0.003271545,0.004526576,0.001110447,0.008442101,0.001078945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007243715,0.00007465057,0.8969816,0.0001344933,0.00007182061,0.0001253987,0.005852083,0.002921735,0.0002115165,0.01923231,0.002665654,0.07165627],"study_design_scores_gemma":[0.00001027681,0.0001121172,0.9655976,0.0002668641,0.0000604956,0.0001487979,0.005437498,0.005333144,0.0002849608,0.009473145,0.01320537,0.00006984196],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.874839,0.001639687,0.03128051,0.006507758,0.0001094468,0.001796909,0.005881252,0.0002076539,0.07773776],"genre_scores_gemma":[0.9874997,0.0005161614,0.008399119,0.00007440543,0.0000219851,0.0004315121,0.001106485,0.00001358222,0.001937093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3403001,"threshold_uncertainty_score":0.6846085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01825650741631498,"score_gpt":0.3130475581310397,"score_spread":0.2947910507147248,"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."}}