{"id":"W2005111471","doi":"10.1177/088626000015006001","title":"Aggregation Bias and Woman Abuse","year":2000,"lang":"en","type":"article","venue":"Journal of Interpersonal Violence","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Variety (cybernetics); Affect (linguistics); Psychology; Sexual abuse; Population; Human factors and ergonomics; Social psychology; Poison control; Demography; Medicine; Clinical psychology; Criminology; Sociology; Medical emergency","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":[0.0007689369,0.00008905612,0.000153623,0.00008450618,0.0002056262,0.00008495824,0.0002378594,0.00006012474,0.0006831487],"category_scores_gemma":[0.0001055823,0.00007397651,0.00008197672,0.0001387735,0.0002910614,0.0004507123,0.000008786603,0.0001946018,0.00006161565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000647897,"about_ca_system_score_gemma":0.00008573443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001759361,"about_ca_topic_score_gemma":0.00001428705,"domain_scores_codex":[0.9988654,0.0001309313,0.0002951729,0.0001086976,0.0003910172,0.0002088233],"domain_scores_gemma":[0.9993429,0.0001056237,0.0001642569,0.00006295612,0.0001757733,0.0001485421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000493306,0.0001896926,0.02927098,0.00003491707,0.00007203004,0.0001611845,0.06343175,0.00004096427,0.001292873,0.01016995,0.002641491,0.8922008],"study_design_scores_gemma":[0.005436205,0.003589814,0.496142,0.02029436,0.0003514971,0.001715428,0.1153947,0.004535464,0.005657616,0.02103598,0.3230722,0.002774727],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758936,0.0008209254,0.0001448008,0.0001563612,0.00022049,0.00005161368,0.000002128733,0.00001235586,0.02269777],"genre_scores_gemma":[0.9924133,0.005708103,0.000566575,0.0005829622,0.0002855333,0.000001091587,2.273921e-7,0.000005707504,0.0004365231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8894261,"threshold_uncertainty_score":0.7479999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02585351742753174,"score_gpt":0.3097772344499112,"score_spread":0.2839237170223795,"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."}}