{"id":"W2086899670","doi":"10.1186/1472-6920-9-26","title":"A survey of trainee specialists experiences at the University of Cape Town (UCT): Impacts of race and gender","year":2009,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Foundation","keywords":"Redress; Medical education; Cape; Race (biology); Quarter (Canadian coin); Medicine; Family medicine; Reputation; Mentorship; Psychology; Gerontology; Gender studies; Sociology; Social science; Political science; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001262122,0.0001952797,0.0002009505,0.001167955,0.0008763662,0.0006633758,0.0005060796,0.0002843387,0.00346759],"category_scores_gemma":[0.005939135,0.0002724231,0.0001822204,0.00147562,0.0004599136,0.0007234449,0.0008478182,0.0004177183,0.0003943092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001222364,"about_ca_system_score_gemma":0.001398626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04869705,"about_ca_topic_score_gemma":0.07834072,"domain_scores_codex":[0.9990063,0.0002722493,0.0001182637,0.0001056689,0.0002620714,0.0002353409],"domain_scores_gemma":[0.9954288,0.0008563731,0.002067556,0.00009541007,0.0004349558,0.001116863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007083364,0.00006980886,0.9803668,0.0001020359,0.0000210594,0.0005935213,0.01032207,0.00002652401,0.000908188,0.0000259164,0.001427727,0.006065698],"study_design_scores_gemma":[0.00000365538,0.00008646791,0.9854316,0.0000433251,0.000004736083,0.0002873906,0.01282487,0.0000398273,0.00008412981,0.000004601888,0.001183785,0.000005603924],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990708,0.0001130832,0.00002236024,0.00015708,0.000003769396,0.0000145225,0.000202221,0.00000198828,0.0004141066],"genre_scores_gemma":[0.9988721,0.0003109473,0.00007314541,0.0001047616,0.000006950088,0.00002451074,0.0001470325,0.00000196236,0.0004586912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04869705,"threshold_uncertainty_score":0.09682721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05215876714496729,"score_gpt":0.3348030957666808,"score_spread":0.2826443286217135,"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."}}