{"id":"W4406756351","doi":"10.1067/j.cpradiol.2025.01.012","title":"Implementing a competency based medical education curriculum in diagnostic radiology: Challenges and Pearls of Wisdom","year":2025,"lang":"en","type":"article","venue":"Current Problems in Diagnostic Radiology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Kingston General Hospital","funders":"","keywords":"Medicine; Curriculum; Medical education; Competence (human resources); Portfolio; Radiology; Management","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":[0.08260541,0.0008983681,0.000997935,0.003334834,0.008788899,0.01783118,0.006047742,0.009805774,0.003544814],"category_scores_gemma":[0.1164274,0.000710232,0.001028737,0.002315552,0.01415618,0.01787122,0.01560121,0.02747631,0.001861352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01934472,"about_ca_system_score_gemma":0.06492893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01922323,"about_ca_topic_score_gemma":0.03578729,"domain_scores_codex":[0.9406074,0.02108291,0.005023993,0.003036048,0.02669701,0.003552634],"domain_scores_gemma":[0.8631666,0.0608888,0.008107214,0.007251257,0.03373022,0.02685593],"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":[0.00006402106,0.0007228264,0.00631083,0.003372168,0.00009201457,0.0008200849,0.01668581,0.001739462,0.001220534,0.103297,0.1599447,0.7057305],"study_design_scores_gemma":[0.0000920572,0.0004441971,0.01039639,0.01186092,0.00004655023,0.001875305,0.04738511,0.003756229,0.001336839,0.2959608,0.6265227,0.0003229814],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008109246,0.01987009,0.02585891,0.9286066,0.005094267,0.0001471766,0.00006440113,0.0002456823,0.01200358],"genre_scores_gemma":[0.2921756,0.07432482,0.3212892,0.2904698,0.007471245,0.0007467472,0.0003874179,0.00044227,0.01269295],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08260541,"threshold_uncertainty_score":0.4368644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01737656772778253,"score_gpt":0.3433030827032917,"score_spread":0.3259265149755092,"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."}}