{"id":"W4411631641","doi":"10.62694/efh.2025.294","title":"Applying quality and equity lenses to advance social accountability in medical education","year":2025,"lang":"en","type":"article","venue":"Education for Health","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thunder Bay Regional Health Sciences Centre; NOSM University; Laurentian University","funders":"","keywords":"Accountability; Equity (law); Quality (philosophy); Social equality; Optometry; Business; Psychology; Political science; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002646565,0.0001084462,0.0002807645,0.0003225839,0.000247151,0.00002091698,0.00009757743,0.0001270004,0.00006733892],"category_scores_gemma":[0.005845601,0.000114735,0.00002960305,0.0008527942,0.00008178748,0.0001136164,0.00004915465,0.0002588828,0.000005081046],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001143375,"about_ca_system_score_gemma":0.01405611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006560548,"about_ca_topic_score_gemma":0.0002894853,"domain_scores_codex":[0.9982418,0.00009503371,0.0006797136,0.0003583306,0.0003596447,0.0002654411],"domain_scores_gemma":[0.9988901,0.0001315847,0.0001451519,0.0002436099,0.0004343209,0.0001552596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001130945,0.001079653,0.01967481,0.001166162,0.000004760717,1.320457e-8,0.001650287,1.714314e-7,0.00002372187,0.0383671,0.04794907,0.8899711],"study_design_scores_gemma":[0.0009006194,0.0001119856,0.7446906,0.0007654742,0.00001418113,0.000004920552,0.007418931,0.00006354617,0.00006522624,0.0146277,0.2311709,0.0001658738],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6812717,0.000519406,0.004397177,0.3048491,0.002532316,0.003371858,0.000007028611,0.00005610418,0.002995287],"genre_scores_gemma":[0.8714512,0.00005004023,0.01249238,0.1114097,0.0006266894,0.003042599,0.0001878874,0.0000133712,0.000726141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8898053,"threshold_uncertainty_score":0.9915333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06980912865710256,"score_gpt":0.5673242823728022,"score_spread":0.4975151537156997,"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."}}