{"id":"W4399120665","doi":"10.1080/10872981.2024.2357412","title":"Radiologist preferences for faculty development initiatives to improve resident feedback in the era of competency-based medical education","year":2024,"lang":"en","type":"article","venue":"Medical Education Online","topic":"Innovations in Medical Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital; Queen's University; Kingston Health Sciences Centre","funders":"","keywords":"Medical education; Faculty development; Medicine; Professional development; Psychology","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":[0.01304102,0.0001479043,0.0001688214,0.0007344045,0.001839313,0.002619812,0.0008697187,0.001120934,0.004012673],"category_scores_gemma":[0.05026663,0.000203087,0.0003227201,0.0006324867,0.0009647103,0.0009755856,0.002046933,0.00121245,0.0004345064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003268269,"about_ca_system_score_gemma":0.01032846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005967197,"about_ca_topic_score_gemma":0.0126625,"domain_scores_codex":[0.9904941,0.004587667,0.0006502409,0.0003790196,0.00244557,0.001443381],"domain_scores_gemma":[0.9407032,0.01971465,0.01199708,0.001013707,0.006309353,0.02026191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005860712,0.0006906311,0.7896081,0.0006189301,0.00005376848,0.001204554,0.0473088,0.0004123333,0.004528734,0.0005976304,0.008175143,0.1462154],"study_design_scores_gemma":[0.00007202021,0.001481045,0.862201,0.0005754061,0.00003363469,0.001615368,0.1080625,0.0007943171,0.001327514,0.0003891764,0.02336987,0.00007810297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871054,0.0005534226,0.0003967005,0.008290693,0.00007695769,0.00005641793,0.00004713517,0.0000420087,0.003431293],"genre_scores_gemma":[0.9971399,0.0003085087,0.0008412384,0.001040112,0.00003779882,0.00003268322,0.0000254848,0.000009146826,0.0005651956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01304102,"threshold_uncertainty_score":0.06896836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03715571766099691,"score_gpt":0.4180668514492116,"score_spread":0.3809111337882147,"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."}}