{"id":"W3004801255","doi":"10.1016/j.acra.2019.12.005","title":"Competency Based Medical Education—Towards the Development of a Standardized Pediatric Radiology Testing Module","year":2020,"lang":"en","type":"article","venue":"Academic Radiology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Hospital for Sick Children; Kingston Health Sciences Centre","funders":"","keywords":"Grading (engineering); Medicine; Audit; Medical physics; Medical diagnosis; Competence (human resources); Radiology; Residency training; Nuclear medicine; Medical education; Psychology; Continuing education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01704749,0.0003986005,0.0002468181,0.001390845,0.0005221365,0.002339024,0.001779027,0.001188041,0.002064951],"category_scores_gemma":[0.02985825,0.0002795204,0.0003909902,0.0005958422,0.0008762389,0.001850057,0.003554186,0.002260217,0.001163346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002096656,"about_ca_system_score_gemma":0.0150979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003521907,"about_ca_topic_score_gemma":0.005193646,"domain_scores_codex":[0.992035,0.003228851,0.0008567985,0.0003697296,0.003148669,0.0003609452],"domain_scores_gemma":[0.9831094,0.003786337,0.001787274,0.001213262,0.008074802,0.002028971],"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":[0.0000677314,0.00147929,0.03866361,0.0004548641,0.00003243478,0.0004619852,0.002561128,0.004667173,0.01143877,0.0386297,0.01693164,0.8846117],"study_design_scores_gemma":[0.0001536405,0.003125017,0.2364379,0.005597763,0.0001438221,0.006097796,0.005978089,0.09568234,0.1085719,0.06318164,0.4747615,0.0002685644],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2177445,0.002079212,0.681698,0.02923055,0.001035652,0.004476285,0.0004877004,0.001802744,0.06144544],"genre_scores_gemma":[0.2539883,0.0008351209,0.7343478,0.002408211,0.0001419808,0.0008104879,0.0006621848,0.0001320879,0.006673813],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01704749,"threshold_uncertainty_score":0.09015685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04221570492037104,"score_gpt":0.3443307108152666,"score_spread":0.3021150058948955,"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."}}