{"id":"W1924688769","doi":"10.1007/s40037-015-0217-5","title":"Commentary on competency-based medical education and scholarship: creating an active academic culture during residency","year":2015,"lang":"en","type":"article","venue":"Perspectives on Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; McMaster University; Hamilton General Hospital","funders":"","keywords":"Scholarship; Medical education; Residency training; Graduate medical education; Medicine; Psychology; Political science; Continuing education; Accreditation","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","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001542242,0.0003412216,0.0003907802,0.0005714162,0.0003783716,0.00004696355,0.000330217,0.0006294343,0.0007709328],"category_scores_gemma":[0.03045817,0.0003004846,0.0000643967,0.0007588173,0.0004716189,0.000458012,0.00005218231,0.002583219,0.00005575759],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279569,"about_ca_system_score_gemma":0.0172182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001246465,"about_ca_topic_score_gemma":0.0000279677,"domain_scores_codex":[0.9952284,0.0004179203,0.00061927,0.0008171653,0.002524402,0.0003929155],"domain_scores_gemma":[0.9968802,0.0001704272,0.0002617791,0.0005505911,0.000968913,0.001168067],"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":[0.003817216,0.03475083,0.07956362,0.0009151277,0.000318483,0.00005951728,0.1664453,0.00002495024,0.001242649,0.07961298,0.1925384,0.4407109],"study_design_scores_gemma":[0.01194128,0.005545889,0.4749965,0.01409663,0.000489635,0.0008172519,0.4473496,0.005882837,0.004823696,0.02295312,0.009247114,0.001856507],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8220549,0.0007469905,0.0001044987,0.1703617,0.001273052,0.0006614121,0.000003413629,0.0001500592,0.004643973],"genre_scores_gemma":[0.9307976,0.0002693316,0.00644565,0.05815332,0.003217068,0.0002611095,0.0004401164,0.00005665564,0.0003591932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4388544,"threshold_uncertainty_score":0.9999447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01972472117806265,"score_gpt":0.3932006357741538,"score_spread":0.3734759145960912,"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."}}