{"id":"W4281477987","doi":"10.1891/vv-2021-0129","title":"Domestic Violence Risk Assessment Research to Real-World Practice: The Devil Is in the Implementation","year":2022,"lang":"en","type":"article","venue":"Violence and Victims","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; Western University","funders":"","keywords":"Variety (cybernetics); Thematic analysis; Human factors and ergonomics; Poison control; Risk assessment; Occupational safety and health; Suicide prevention; Reliability (semiconductor); Applied psychology; Domestic violence; Injury prevention; Psychology; Qualitative research; Public relations; Risk analysis (engineering); Medicine; Environmental health; Political science; Computer science; Computer security; Sociology; Social science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01092225,0.0001217275,0.0001261307,0.0001870571,0.003533901,0.0002658636,0.0007958147,0.00002972146,0.0003200697],"category_scores_gemma":[0.0002354763,0.00008206393,0.00003693107,0.001849573,0.0002886516,0.0003272539,0.0002983486,0.0007403484,0.00004881332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002617266,"about_ca_system_score_gemma":0.0003496801,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0418974,"about_ca_topic_score_gemma":0.002494725,"domain_scores_codex":[0.9947608,0.002630523,0.0002904763,0.0004028527,0.001312731,0.0006026134],"domain_scores_gemma":[0.9977788,0.001462278,0.0001154866,0.0003736855,0.0001802997,0.00008947938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001774254,0.0004567027,0.2639055,0.00003290152,0.00004284384,0.0000746643,0.1857198,0.0003083714,0.000233313,0.194676,0.01269706,0.3416755],"study_design_scores_gemma":[0.0003971985,0.0004245551,0.3913377,0.0002298884,0.0000440714,0.000008736473,0.4707171,0.0004923471,0.00003718182,0.02536947,0.1106365,0.0003052386],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8725273,0.0008754356,0.0003523872,0.02144163,0.0006153559,0.003042071,0.00009013053,0.00007574729,0.1009799],"genre_scores_gemma":[0.981874,0.01348619,0.0002314911,0.003527528,0.0001222418,0.0006720863,0.000004411959,0.000008792843,0.00007322813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3413702,"threshold_uncertainty_score":0.9977633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05854268897547411,"score_gpt":0.5052464740928793,"score_spread":0.4467037851174052,"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."}}