{"id":"W4417168576","doi":"10.1136/leader-2025-001395","title":"Assessing gender and racial disparities in medical education leadership: the role of academic credentials","year":2025,"lang":"en","type":"article","venue":"BMJ Leader","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Health equity; Academic medicine; Underrepresented Minority; Higher education; MEDLINE; Ethnic group","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006773677,0.0002173145,0.0003281444,0.002284255,0.002856787,0.00181672,0.0007809466,0.0003459934,0.006157499],"category_scores_gemma":[0.01854662,0.00009249907,0.0004049703,0.002494573,0.001851353,0.0006631255,0.001862231,0.0004284175,0.0001675674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0052509,"about_ca_system_score_gemma":0.01666064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4816326,"about_ca_topic_score_gemma":0.6830027,"domain_scores_codex":[0.9960726,0.001022096,0.0001439737,0.0003149775,0.001373979,0.001072348],"domain_scores_gemma":[0.9913839,0.002670907,0.002154866,0.0002578595,0.001634262,0.001898301],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004216585,0.00002408353,0.9814269,0.00008457619,0.00003947227,0.00003398714,0.002655609,0.00008841955,0.0001238431,0.001494574,0.001037354,0.0129491],"study_design_scores_gemma":[0.000004049826,0.0000389401,0.9905211,0.0001650318,0.00002373852,0.00003665106,0.005863845,0.0001953535,0.00009327765,0.0007309437,0.002318755,0.000008494279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786279,0.00172732,0.001004733,0.003168169,0.00008009561,0.00006925619,0.001004069,0.00001160011,0.01430694],"genre_scores_gemma":[0.9989126,0.0001574738,0.0003139947,0.000157078,0.00001606014,0.0000151134,0.0001169154,0.000001720562,0.0003090211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9932263,"threshold_uncertainty_score":0.9576583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1107046812702784,"score_gpt":0.4338716532930443,"score_spread":0.3231669720227659,"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."}}