{"id":"W2005398863","doi":"10.5402/2012/484681","title":"Prediction of Repeat Visits by Victims of Intimate Partner Violence to a Level III Trauma Centre","year":2012,"lang":"en","type":"article","venue":"ISRN Emergency Medicine","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Child and Family Research Institute; University of British Columbia","funders":"Vancouver Coastal Health Research Institute","keywords":"Emergency department; Medicine; Odds ratio; Demography; Homicide; Domestic violence; Population; Confidence interval; Multivariate analysis; Suicide prevention; Poison control; Occupational safety and health; Injury prevention; Intimate partner; Family medicine; Psychiatry; Medical emergency; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001323759,0.000188711,0.0004011806,0.0001302133,0.0001758854,0.00000193742,0.0003305902,0.0001231694,0.00256341],"category_scores_gemma":[0.0003019245,0.0001584047,0.00008554135,0.0006004816,0.0002446134,0.0002771375,0.00005561329,0.0001276559,0.00005318393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000551289,"about_ca_system_score_gemma":0.00004125219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003277109,"about_ca_topic_score_gemma":0.0001156513,"domain_scores_codex":[0.9973531,0.0001531315,0.0008210167,0.0002765787,0.0007803113,0.0006158476],"domain_scores_gemma":[0.9987099,0.00005125098,0.0002657428,0.0003134597,0.0003376103,0.0003220316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003703556,0.001206207,0.4256951,0.00045464,0.0002251443,0.000002465207,0.1741831,0.00005661945,0.0939751,0.03335786,0.2122869,0.05818656],"study_design_scores_gemma":[0.00344277,0.001362241,0.7495266,0.003573702,0.000590083,0.000005212445,0.05329982,0.0006891497,0.06002454,0.002259189,0.1239263,0.001300354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8266721,0.002455384,0.00504196,0.000691594,0.005136993,0.0009339622,0.0002132002,0.0001392769,0.1587155],"genre_scores_gemma":[0.9958293,0.001455123,0.0001604706,0.00007204883,0.0004987051,0.0000171204,0.00002392227,0.00001677479,0.00192648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3238316,"threshold_uncertainty_score":0.9983484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07154548996106974,"score_gpt":0.3560552197987404,"score_spread":0.2845097298376707,"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."}}