{"id":"W4403635309","doi":"10.1067/j.cpradiol.2024.10.028","title":"Gender disparity among top North American medical schools and their affiliated radiology departments","year":2024,"lang":"en","type":"article","venue":"Current Problems in Diagnostic Radiology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; BC Cancer Agency; University of British Columbia","funders":"","keywords":"Medicine; Family medicine; Gender disparity; Medical education; Demography","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":[0.001505624,0.0001382965,0.0002158984,0.002536294,0.000859138,0.000797941,0.0002401968,0.0002497363,0.005520849],"category_scores_gemma":[0.00558843,0.00009759248,0.0001335398,0.002108989,0.0005276004,0.0006220509,0.0008687443,0.0002246341,0.0004545405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007369323,"about_ca_system_score_gemma":0.0009129647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008738488,"about_ca_topic_score_gemma":0.01847406,"domain_scores_codex":[0.9986676,0.0003371753,0.0001067347,0.0002095241,0.0003589846,0.0003199709],"domain_scores_gemma":[0.9960513,0.0008991083,0.001615608,0.0000981374,0.0004815277,0.0008544995],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006238234,0.00002623855,0.9882693,0.00002540623,0.00001530158,0.00007656799,0.002307188,0.00001233823,0.0002038367,0.0002480183,0.0005288204,0.008224486],"study_design_scores_gemma":[0.000002146806,0.00003508591,0.9937667,0.00002392274,0.000004579987,0.0001170772,0.004970477,0.00002894591,0.00005516093,0.0001103193,0.0008826309,0.000003142962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965975,0.0006252653,0.00006849238,0.0003659264,0.00002093984,0.000004740098,0.0002574972,0.000002937782,0.002056705],"genre_scores_gemma":[0.9994233,0.0001241459,0.00002828141,0.00007499452,0.00001653132,0.0000037796,0.00007378334,0.000001270829,0.000253945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9984944,"threshold_uncertainty_score":0.0184691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02893381835042983,"score_gpt":0.3095631689385372,"score_spread":0.2806293505881074,"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."}}