{"id":"W3200139405","doi":"10.4103/ehp.ehp_2_21","title":"Ethnic and Gender Bias in Objective Structured Clinical Examination","year":2021,"lang":"en","type":"article","venue":"Education in the Health Professions","topic":"Medical Education and Admissions","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Ethnic group; Gender bias; Publication bias; Psychology; Racial bias; Quality (philosophy); Ethnic discrimination; Clinical psychology; Medicine; Meta-analysis; Social psychology; Race (biology); Political science; Sociology; Gender studies; Pathology","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":[0.2283563,0.00141774,0.005175162,0.01064769,0.001466467,0.006203249,0.002770616,0.002585486,0.002801537],"category_scores_gemma":[0.5267277,0.00106875,0.005694791,0.006769745,0.003980149,0.005198775,0.004117957,0.001804502,0.0003017975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005415646,"about_ca_system_score_gemma":0.0121822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003457967,"about_ca_topic_score_gemma":0.006472235,"domain_scores_codex":[0.7137371,0.1580545,0.08308196,0.01008853,0.03368472,0.001353229],"domain_scores_gemma":[0.4078528,0.4792354,0.07419939,0.00891464,0.02912453,0.0006731767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.001499167,0.00008097586,0.0270031,0.6024007,0.01641625,0.0006275626,0.008299227,0.0003273203,0.0004269618,0.006344526,0.003254906,0.3333194],"study_design_scores_gemma":[0.0004871436,0.0009085608,0.02829242,0.8712018,0.03858111,0.001831625,0.00568104,0.0004019607,0.001399855,0.008734632,0.04230377,0.0001762781],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.007328816,0.981294,0.00404178,0.002566311,0.001525088,0.001243822,0.0002065144,0.00001191571,0.001781665],"genre_scores_gemma":[0.2799614,0.6781275,0.01942394,0.01073162,0.003296072,0.006718602,0.0005053203,0.00006556546,0.00116989],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2283563,"threshold_uncertainty_score":0.951574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3647344854712865,"score_gpt":0.5884587153620662,"score_spread":0.2237242298907797,"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."}}