{"id":"W3008859635","doi":"10.1177/0846537119893663","title":"Competency-Based Medical Education in Radiology: A Survey of Medical Student Perceptions","year":2020,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Likert scale; Medical education; Radiology; Perception; Graduate medical education; Family medicine; Psychology; Accreditation","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":[0.002357527,0.0001607246,0.0002536098,0.0007580915,0.0007262013,0.0009582831,0.0003068928,0.000530728,0.001631357],"category_scores_gemma":[0.00665234,0.0001939518,0.0002989216,0.0008492938,0.0005742285,0.0005076363,0.0007240149,0.0008366605,0.0003727452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001570678,"about_ca_system_score_gemma":0.002517682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04887694,"about_ca_topic_score_gemma":0.05536046,"domain_scores_codex":[0.9983084,0.0002779918,0.0001167542,0.0000816284,0.0008291656,0.0003860329],"domain_scores_gemma":[0.9941027,0.0008239615,0.001422764,0.00008894139,0.001529908,0.002031791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006080231,0.0002142702,0.9847014,0.00004077114,0.00001846729,0.00007356134,0.005717274,0.0000524889,0.0005372427,0.00003488158,0.0008468081,0.007702115],"study_design_scores_gemma":[0.00001093165,0.000311424,0.9858305,0.00003160986,0.000008392825,0.0001606194,0.01158875,0.0002206653,0.0001561545,0.00001889063,0.001646598,0.00001547033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988698,0.00008154441,0.00004982566,0.0002330691,0.000005744388,0.0000218119,0.0001003228,0.00000328076,0.0006345639],"genre_scores_gemma":[0.9993432,0.0001150592,0.00007405807,0.0001328317,0.00000438832,0.00001133715,0.00009032962,0.000001423051,0.0002273131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04887694,"threshold_uncertainty_score":0.0971849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02332744017969497,"score_gpt":0.3649964537924804,"score_spread":0.3416690136127855,"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."}}