{"id":"W4381599219","doi":"10.1097/acm.0000000000005305","title":"The Assessment Burden in Competency-Based Medical Education: How Programs Are Adapting","year":2023,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; Queen's University","funders":"","keywords":"Mindset; Competence (human resources); Medical education; Graduate medical education; Psychology; Medicine; Accreditation; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.05174762,0.0004859364,0.0004484541,0.001955135,0.009210131,0.01109515,0.003734102,0.001778464,0.001571353],"category_scores_gemma":[0.1336454,0.0009494387,0.0005676846,0.002699112,0.008677864,0.009275732,0.01509091,0.004474404,0.0002411429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01735095,"about_ca_system_score_gemma":0.0332807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04039991,"about_ca_topic_score_gemma":0.05608598,"domain_scores_codex":[0.9254371,0.04226524,0.003344877,0.002817488,0.01688558,0.009249688],"domain_scores_gemma":[0.9319978,0.0289757,0.01000941,0.004934479,0.01349288,0.0105898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001331373,0.0003766144,0.09639589,0.0004049788,0.00005292288,0.001131717,0.7267653,0.0006897694,0.001503784,0.004441737,0.004984686,0.1631194],"study_design_scores_gemma":[0.00002839207,0.0005312452,0.1739476,0.0008109987,0.00003945376,0.001002205,0.7799735,0.001290533,0.0009910075,0.00317048,0.03805488,0.0001596666],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684169,0.0007390671,0.004143125,0.01774294,0.000178656,0.0001556988,0.00003457352,0.0000854628,0.008503472],"genre_scores_gemma":[0.9945554,0.0004246356,0.002968453,0.000964075,0.00002907625,0.00008986548,0.00002422866,0.00003775575,0.000906546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05174762,"threshold_uncertainty_score":0.2736709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04236800594555507,"score_gpt":0.4052258246188636,"score_spread":0.3628578186733085,"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."}}