{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003530213,0.0001205633,0.0005345694,0.0003135952,0.0008100417,0.000005773518,0.0008599313,0.0001768436,0.000798201],"category_scores_gemma":[0.0008280666,0.0001174161,0.0000724025,0.001727189,0.00005555823,0.0001080129,0.0002997242,0.0002995654,0.00003217837],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009060422,"about_ca_system_score_gemma":0.01150255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0029263,"about_ca_topic_score_gemma":0.005630694,"domain_scores_codex":[0.9967086,0.0004339089,0.001112409,0.0005125933,0.0007161238,0.0005164121],"domain_scores_gemma":[0.9971313,0.0007035353,0.0004325722,0.0008625049,0.0005499917,0.0003200681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001599137,0.000796111,0.1453849,0.001686688,0.0001646958,2.254633e-8,0.009392575,0.00000777573,9.056238e-7,0.03417821,0.7658998,0.04232834],"study_design_scores_gemma":[0.0003397793,0.00005466747,0.3293213,0.0004327862,0.00009836492,4.520749e-8,0.01532403,0.0003830041,5.690266e-7,0.0004280026,0.6535329,0.0000845058],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3736629,0.002399133,0.007342516,0.5925931,0.006470291,0.009841188,0.001735485,0.0001907088,0.005764558],"genre_scores_gemma":[0.8822076,0.0003720312,0.009365605,0.09192255,0.001205815,0.002356291,0.004814251,0.00003422506,0.007721661],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5085446,"threshold_uncertainty_score":0.9941013,"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."}}