{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001590735,0.0001735696,0.000516002,0.0003405749,0.0001394578,0.000002255968,0.0004493636,0.0004861545,0.0004166222],"category_scores_gemma":[0.02066426,0.0001226117,0.00006021076,0.001915878,0.0003927564,0.000035853,0.0000694013,0.001277411,0.00002698364],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001307812,"about_ca_system_score_gemma":0.01504138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008628313,"about_ca_topic_score_gemma":7.98887e-7,"domain_scores_codex":[0.9974725,0.0002585896,0.001062393,0.000348919,0.0005228546,0.0003347416],"domain_scores_gemma":[0.9983083,0.000475152,0.0003395241,0.0002684796,0.0004068785,0.0002016534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006078096,0.0005531301,0.3324244,0.0009695538,0.000320103,0.00001818647,0.01019171,0.0001230338,0.007263953,0.02198365,0.2297665,0.395778],"study_design_scores_gemma":[0.01580382,0.002238344,0.6381552,0.000609971,0.001131464,0.002674348,0.0041628,0.06802794,0.005609784,0.006837002,0.2532062,0.001543121],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8640152,0.001194976,0.0133812,0.1173171,0.0009173598,0.0006197398,0.000003935616,0.0001012352,0.002449336],"genre_scores_gemma":[0.8535134,0.0001323723,0.1204767,0.02376563,0.001803373,0.0001411615,0.0001034736,0.00002757751,0.0000363552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3942348,"threshold_uncertainty_score":0.9905424,"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."}}