{"id":"W4412605544","doi":"10.1016/j.jacadv.2025.101878","title":"Persistent Imbalance","year":2025,"lang":"en","type":"article","venue":"JACC Advances","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003501387,0.0006202704,0.0006434449,0.001766139,0.003318098,0.006120643,0.001815324,0.001781129,0.1907675],"category_scores_gemma":[0.01693746,0.0002544136,0.0005682676,0.002560719,0.001800584,0.004081271,0.006098143,0.002220162,0.05698283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003557834,"about_ca_system_score_gemma":0.00571834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004764724,"about_ca_topic_score_gemma":0.004303213,"domain_scores_codex":[0.9953053,0.001094815,0.0003049903,0.0009594315,0.001277569,0.001057774],"domain_scores_gemma":[0.9935938,0.001037273,0.0009938992,0.0009663437,0.002090195,0.001318502],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003536876,0.0001728063,0.028807,0.0005798339,0.00006631349,0.001522555,0.00346318,0.000269216,0.0004724146,0.08107255,0.5405716,0.3426487],"study_design_scores_gemma":[0.0000362656,0.00005671961,0.00867473,0.0005867715,0.0000255687,0.00163906,0.003613612,0.0001845538,0.0001679995,0.02117775,0.9638125,0.00002451075],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.04082863,0.008438085,0.009666501,0.08395401,0.009708976,0.0004679571,0.008200121,0.001472515,0.8372632],"genre_scores_gemma":[0.4276714,0.01179508,0.00665216,0.04345955,0.007534468,0.001135185,0.01205956,0.001414041,0.4882785],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9964986,"threshold_uncertainty_score":0.6381809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01182698017585379,"score_gpt":0.3161922936885787,"score_spread":0.3043653135127249,"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."}}