{"id":"W4396893032","doi":"10.1080/0142159x.2024.2339408","title":"Was it all worth it? A graduating resident perspective on CBME","year":2024,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Providence Health Care; Queen's University","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Specialty; Perspective (graphical); Curriculum; Medical education; Medicine; Psychology; Family medicine; Computer science; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001693418,0.0001891155,0.0002632496,0.0002544601,0.00007982172,0.00004414594,0.0001660407,0.0002553236,0.01159283],"category_scores_gemma":[0.009502919,0.0001431264,0.0001072585,0.0006435837,0.0002111944,0.00006974534,0.00005517215,0.001598737,0.001031024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007781259,"about_ca_system_score_gemma":0.0005871122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001545607,"about_ca_topic_score_gemma":0.00002004329,"domain_scores_codex":[0.9969126,0.0001081954,0.0004556,0.0004864952,0.001663568,0.0003735441],"domain_scores_gemma":[0.9990537,0.0001055134,0.00004697349,0.0003682637,0.0001646679,0.0002608409],"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":[0.00006154941,0.0005004353,0.001876061,0.0001546996,0.0002247941,0.0005994362,0.01558353,0.000001019659,0.00003169144,0.02505264,0.8983537,0.05756045],"study_design_scores_gemma":[0.001830155,0.0007721595,0.00439937,0.004636335,0.0003512375,0.000358146,0.02563642,0.03275879,0.0001111822,0.006412636,0.9221703,0.000563245],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3122089,0.0006240674,0.0008723126,0.5499405,0.001834597,0.000491137,9.509919e-7,0.0003601755,0.1336673],"genre_scores_gemma":[0.9334338,0.0000721591,0.0007233709,0.01875697,0.002906051,0.0001171058,0.00005223486,0.00006065806,0.04387768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6212249,"threshold_uncertainty_score":0.9997468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05161901960599154,"score_gpt":0.4199686688712732,"score_spread":0.3683496492652816,"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."}}