{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004887407,0.0002591637,0.0003394467,0.0004171109,0.01107535,0.002837061,0.001329608,0.00179857,0.003033373],"category_scores_gemma":[0.008027418,0.0002289511,0.0003242587,0.0006566917,0.007502705,0.002037711,0.005047643,0.004541651,0.0003440545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007632438,"about_ca_system_score_gemma":0.01900647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08222207,"about_ca_topic_score_gemma":0.1993437,"domain_scores_codex":[0.9964978,0.001389722,0.0001172593,0.0001604505,0.0005382475,0.001296534],"domain_scores_gemma":[0.9931692,0.0008753798,0.0004848593,0.0001284636,0.00163074,0.003711332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003586562,0.0001914303,0.0269927,0.0001968122,0.00001022378,0.003563465,0.9263757,0.000117681,0.001335462,0.003247232,0.01225806,0.02567542],"study_design_scores_gemma":[0.000002820418,0.0001251039,0.009510333,0.0002045166,0.000006229731,0.0008276281,0.9660147,0.0000430491,0.0003664143,0.0003207956,0.02255507,0.0000233784],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.934425,0.001913364,0.001040014,0.05162283,0.0005103317,0.00003896053,0.00005876439,0.00004785747,0.01034285],"genre_scores_gemma":[0.9826143,0.00162294,0.0009653056,0.008915643,0.0001103975,0.00002557452,0.00002673761,0.0000195584,0.00569952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08222207,"threshold_uncertainty_score":0.163487,"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."}}