{"id":"W4411631625","doi":"10.62694/efh.2025.299","title":"Analysis of medical student regional profile data to advance social accountability","year":2025,"lang":"en","type":"article","venue":"Education for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut du Savoir Montfort; Bruyère; Neighbourhood Pharmacy Association of Canada; University of Ottawa","funders":"University of Ottawa","keywords":"Accountability; Social accounting; Medical education; Political science; Psychology; Sociology; Medicine; Business; Accounting; Law","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.01464248,0.0004530024,0.0006184888,0.008904977,0.0005970898,0.001801458,0.001247665,0.0006449537,0.01285206],"category_scores_gemma":[0.09072942,0.0002827616,0.0008528531,0.01646804,0.0002688807,0.001447767,0.002541474,0.001050013,0.006439075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001326544,"about_ca_system_score_gemma":0.00538701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04182168,"about_ca_topic_score_gemma":0.04425998,"domain_scores_codex":[0.9822842,0.007935071,0.002040643,0.001620439,0.004583064,0.001536572],"domain_scores_gemma":[0.9437146,0.02058682,0.009191468,0.01147726,0.01334885,0.001681054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005543969,0.000435821,0.6330153,0.000863534,0.0008358292,0.000183479,0.001519141,0.003685819,0.001390094,0.007521099,0.2027131,0.1472824],"study_design_scores_gemma":[0.00007152816,0.0002612492,0.7576851,0.0004156154,0.0001927692,0.000127759,0.004344635,0.01331704,0.002337322,0.003082528,0.2180913,0.00007327287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.2603147,0.0006073314,0.03198104,0.005033591,0.0005495292,0.001015166,0.6584014,0.001987335,0.04010994],"genre_scores_gemma":[0.5194603,0.0002542857,0.0295922,0.0004044886,0.0002146737,0.001205301,0.4418396,0.000406905,0.006622271],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04182168,"threshold_uncertainty_score":0.08315653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1409381169042009,"score_gpt":0.6292849152171426,"score_spread":0.4883467983129416,"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."}}