{"id":"W3118354250","doi":"10.5539/hes.v11n1p114","title":"Socially Accountable Medical Education: Our Story Might Not Be Yours","year":2021,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Innovations in Medical Education","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Lakehead University","funders":"","keywords":"Accountability; Public relations; Social accounting; Sociology; Narrative; Power (physics); Health care; Political science; Pedagogy; Medical education; Medicine; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01595953,0.0004608277,0.0007127112,0.000853721,0.0135506,0.01038492,0.001694416,0.0117898,0.006576354],"category_scores_gemma":[0.04637097,0.0002891909,0.0009495795,0.001226645,0.02856795,0.02204128,0.009927552,0.02647245,0.001763328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008701108,"about_ca_system_score_gemma":0.009068349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008687953,"about_ca_topic_score_gemma":0.01170616,"domain_scores_codex":[0.9807389,0.01377864,0.0004192844,0.001079027,0.002164887,0.001819333],"domain_scores_gemma":[0.9750983,0.0148269,0.002169975,0.001157916,0.002822914,0.003923927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009413863,0.00008283213,0.002787293,0.0006858414,0.00004258541,0.00263755,0.1350266,0.0002014807,0.0001946086,0.3941969,0.4184874,0.04556281],"study_design_scores_gemma":[0.00001669203,0.00005691961,0.0008690639,0.001724786,0.00002057536,0.001557344,0.1104898,0.000152084,0.0001465656,0.08491558,0.79999,0.00006053285],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004024787,0.005785458,0.0006273058,0.9776729,0.003171098,0.000007598711,0.00002562592,0.0000207241,0.008664439],"genre_scores_gemma":[0.3298159,0.01962806,0.001358206,0.6264409,0.006697429,0.0001042188,0.00007125287,0.0001156767,0.01576838],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01595953,"threshold_uncertainty_score":0.0844031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0682767855335579,"score_gpt":0.443225921181471,"score_spread":0.3749491356479131,"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."}}