{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.204861,0.001387395,0.000949252,0.007770864,0.01613684,0.02900914,0.003596876,0.006023173,0.004458862],"category_scores_gemma":[0.1652488,0.0009588425,0.001244039,0.003465319,0.07125399,0.03272271,0.04897084,0.01354159,0.0005973416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03220764,"about_ca_system_score_gemma":0.06040384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004949125,"about_ca_topic_score_gemma":0.007379868,"domain_scores_codex":[0.6943518,0.2502533,0.007059692,0.006361935,0.03284542,0.009127795],"domain_scores_gemma":[0.7559004,0.1802199,0.01774001,0.01722262,0.01667807,0.0122389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005064044,0.0002206307,0.007249959,0.0005868283,0.00005398297,0.000354592,0.2019041,0.001239228,0.000890985,0.670733,0.005863583,0.1108524],"study_design_scores_gemma":[0.0000669109,0.0002487244,0.003214429,0.001864258,0.00004876682,0.0002690152,0.09738646,0.001982526,0.002388944,0.7425388,0.1498785,0.0001126251],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08303042,0.003289518,0.3496715,0.3719623,0.002121695,0.00114499,0.00007690678,0.0005471922,0.1881556],"genre_scores_gemma":[0.9001339,0.0007965295,0.08272662,0.01015285,0.0004459295,0.0005979985,0.00002463529,0.0001706485,0.004950828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.204861,"threshold_uncertainty_score":0.9805479,"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."}}