{"id":"W4311146650","doi":"10.1016/j.clinimag.2022.11.018","title":"Equity, diversity & inclusion in academic radiology: An elusive dream","year":2022,"lang":"en","type":"article","venue":"Clinical Imaging","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; McMaster University; University of Toronto","funders":"","keywords":"Medicine; Ethnic group; Poisson regression; Demography; Underrepresented Minority; Diversity (politics); Family medicine; Medical education","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":[0.03257439,0.0005239677,0.001418554,0.002766617,0.01394052,0.0196856,0.003200969,0.01487187,0.012157],"category_scores_gemma":[0.04015408,0.000573454,0.0006129707,0.003101896,0.04785676,0.02482706,0.02959954,0.01971705,0.001645048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008344656,"about_ca_system_score_gemma":0.03695145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009924585,"about_ca_topic_score_gemma":0.01584112,"domain_scores_codex":[0.9822654,0.008193119,0.0005624165,0.001100326,0.002948921,0.004929892],"domain_scores_gemma":[0.9250588,0.02128872,0.0037905,0.002545632,0.006201512,0.04111486],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000110286,0.0003524711,0.01282256,0.0006660623,0.00007340481,0.0003249346,0.01227602,0.0003313981,0.0002323053,0.6297826,0.1864128,0.1566152],"study_design_scores_gemma":[0.00004241301,0.0001142052,0.008100982,0.002194436,0.00002655551,0.0004118251,0.03637141,0.0003944001,0.0001858213,0.7612467,0.1908167,0.00009453108],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01100118,0.02026278,0.001246789,0.9457328,0.00257317,0.00001285978,0.00008459466,0.00003359963,0.0190523],"genre_scores_gemma":[0.7993729,0.02349542,0.003134006,0.1475775,0.01816115,0.00009805829,0.0001289931,0.0000951373,0.007936809],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9674256,"threshold_uncertainty_score":0.1722718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1919251428596253,"score_gpt":0.4934662618248857,"score_spread":0.3015411189652605,"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."}}