{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002926535,0.00003932421,0.00007604669,0.00003353995,0.0003361883,0.00003313238,0.0002831742,0.00003027624,0.0001940902],"category_scores_gemma":[0.0001316425,0.00003665527,0.00004950945,0.0002148118,0.0002206217,0.0001777068,0.00003773947,0.000058045,0.00004204422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004980426,"about_ca_system_score_gemma":0.00006323475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001156485,"about_ca_topic_score_gemma":0.0002368866,"domain_scores_codex":[0.9993713,0.00003455365,0.00005511575,0.0001096712,0.0002743223,0.0001549973],"domain_scores_gemma":[0.999749,0.00005764313,0.00002029927,0.00007860218,0.00005212772,0.00004231714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000067332,0.0001421488,0.1429351,0.0001017808,0.00009183567,0.00002789949,0.02196638,0.0001141464,0.00008303286,0.3305224,0.1358853,0.3680627],"study_design_scores_gemma":[0.000126308,0.0000138517,0.00164542,0.00002970813,0.00001314888,8.111096e-8,0.04032981,0.00000406868,0.0000251774,0.004139691,0.9536269,0.00004586254],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02390106,0.006822774,0.0003899254,0.009923569,0.001501737,0.0001031011,0.00000260237,0.00008929191,0.9572659],"genre_scores_gemma":[0.9345862,0.00194902,0.000416891,0.002695291,0.0002243274,0.000005338295,0.000001858431,0.000001778504,0.06011932],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9106851,"threshold_uncertainty_score":0.2585723,"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."}}