{"id":"W2902252748","doi":"10.1177/0886260518815140","title":"Comorbid Depression and Substance Abuse in Domestic Homicide: Missed Opportunities in the Assessment and Management of Mental Illness in Perpetrators","year":2018,"lang":"en","type":"article","venue":"Journal of Interpersonal Violence","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Psychiatry; Homicide; Mental health; Domestic violence; Depression (economics); Substance abuse; Population; Medicine; Mental illness; Referral; Psychology; Suicide prevention; Poison control; Clinical psychology; Medical emergency; Family medicine; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001570138,0.0001052925,0.0002173956,0.0001909349,0.00009084274,0.00004121983,0.0002954805,0.00004519311,0.00001797608],"category_scores_gemma":[0.00001420575,0.00007624082,0.00003008631,0.0002083159,0.0005619265,0.0002778228,0.0000237962,0.0002116158,3.627986e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001220845,"about_ca_system_score_gemma":0.00006876625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003356654,"about_ca_topic_score_gemma":0.0004180483,"domain_scores_codex":[0.9985993,0.00024427,0.0004276734,0.0001344861,0.0003883799,0.0002059294],"domain_scores_gemma":[0.9994429,0.0001473847,0.0002040055,0.00007299711,0.00007511248,0.00005761485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004721687,0.0003855062,0.7959121,0.0001546423,0.00002646234,0.0007447789,0.1687103,0.00001118481,0.001472229,0.006309754,0.00009794377,0.02570296],"study_design_scores_gemma":[0.0008278191,0.0001658851,0.8300211,0.004803009,0.00001080841,0.00005456736,0.1627967,0.0004683932,0.0001790801,0.0004411456,0.00009995607,0.0001315002],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968086,0.0008723286,0.00005631827,0.000145029,0.0001678435,0.0001584204,0.00000326811,0.000001837275,0.00178634],"genre_scores_gemma":[0.9866743,0.01276509,0.0003384734,0.0001753974,0.00002961249,0.00000547134,3.11453e-7,0.000004278379,0.000007037817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03410906,"threshold_uncertainty_score":0.310901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04230101127179176,"score_gpt":0.3589601965705704,"score_spread":0.3166591852987787,"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."}}