{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004316608,0.000209413,0.0003942025,0.0004079835,0.0002332429,0.00001427355,0.0004492841,0.0003693463,0.000243641],"category_scores_gemma":[0.009985661,0.0001335515,0.00004186358,0.002611262,0.0005646307,0.0000722795,0.00007101542,0.002023586,0.00005577473],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003299049,"about_ca_system_score_gemma":0.005939645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007542577,"about_ca_topic_score_gemma":0.00003798937,"domain_scores_codex":[0.996314,0.0001581564,0.0007495904,0.0003872773,0.001852022,0.0005389157],"domain_scores_gemma":[0.9981492,0.0004707552,0.0002888977,0.0005006653,0.0003413556,0.0002491659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004700051,0.0001152219,0.1377854,0.0003741816,0.0000543446,0.00007454189,0.002469561,0.00001123849,0.0002380596,0.04094223,0.3274014,0.4904869],"study_design_scores_gemma":[0.006940398,0.0007147155,0.2000433,0.01294055,0.0002032422,0.0002458107,0.0819435,0.08868345,0.00004974575,0.01168711,0.5959458,0.00060234],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1363292,0.0006584682,0.0004731353,0.8563699,0.002020672,0.0009634462,4.592764e-7,0.0002487444,0.00293597],"genre_scores_gemma":[0.9694105,0.000755973,0.002596929,0.01603702,0.004891054,0.0007854104,0.0004167086,0.00005663098,0.00504971],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8403329,"threshold_uncertainty_score":0.9996958,"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."}}