{"id":"W4387681081","doi":"10.5334/pme.1076","title":"Leading Change from Within: Student-Led Reforms to Advance Anti-Racism within Medical Education","year":2023,"lang":"en","type":"article","venue":"Perspectives on Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; McMaster University; University of British Columbia","funders":"","keywords":"Racism; Praxis; Curriculum; Sociology; Health equity; Public relations; Corporate governance; Medical education; Political science; Pedagogy; Medicine; Gender studies; Health care; Management; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.03419058,0.0003805707,0.0003013432,0.000787732,0.009959746,0.01292658,0.00196101,0.005519046,0.003959178],"category_scores_gemma":[0.03233643,0.0003063806,0.0006427174,0.0006825172,0.01136254,0.004576195,0.01259816,0.01061029,0.0005132919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01236468,"about_ca_system_score_gemma":0.08363791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008223861,"about_ca_topic_score_gemma":0.02720686,"domain_scores_codex":[0.9617468,0.02780365,0.0008034107,0.001435727,0.003065218,0.005145115],"domain_scores_gemma":[0.9653258,0.01055854,0.003271654,0.002228713,0.004267716,0.01434766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001852496,0.002648907,0.02371196,0.0009190008,0.0001205413,0.0008630542,0.1833055,0.004511578,0.004761788,0.3432878,0.07798039,0.3577043],"study_design_scores_gemma":[0.0001937886,0.001324773,0.02211296,0.001094186,0.00007256718,0.0003142759,0.1129277,0.003755237,0.006215231,0.103815,0.7480257,0.0001484215],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.206931,0.002320826,0.02812225,0.6842496,0.002609365,0.0008045724,0.00003893645,0.0003846434,0.07453875],"genre_scores_gemma":[0.9360111,0.0006625836,0.01407317,0.04000377,0.0004099122,0.0001453767,0.00001752514,0.00004766645,0.008628864],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03419058,"threshold_uncertainty_score":0.1808192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0209910980204342,"score_gpt":0.4080552993725028,"score_spread":0.3870642013520686,"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."}}