{"id":"W3158319547","doi":"10.1177/08465371211008649","title":"Which Aspects of the CanMEDS Competencies are Most Valued in Radiologists? Perspectives of Trainees From Other Specialties","year":2021,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Radiology practices and education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; McMaster University; Hamilton Health Sciences; Western University; Juravinski Hospital","funders":"","keywords":"Medicine; Specialty; Medical education; Thematic analysis; Stakeholder; Core competency; Health care; Qualitative research; Family medicine; Public relations; Management","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":[0.007715798,0.0002036063,0.0002896191,0.0008003254,0.002686384,0.002800404,0.0005251064,0.001419544,0.002155185],"category_scores_gemma":[0.02096365,0.0002654466,0.0002663369,0.0006252203,0.002815981,0.001830745,0.002683497,0.001901573,0.0002694149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002746441,"about_ca_system_score_gemma":0.005866776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006369003,"about_ca_topic_score_gemma":0.01229853,"domain_scores_codex":[0.9934189,0.004160416,0.0001773944,0.0002431457,0.000909212,0.001090863],"domain_scores_gemma":[0.983545,0.008560364,0.001910405,0.0001950465,0.001766486,0.004022756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001178442,0.00009406955,0.09436244,0.0006245722,0.00003464896,0.00345896,0.8537397,0.0002845771,0.004090467,0.002702713,0.006262793,0.03422731],"study_design_scores_gemma":[0.000007273186,0.0001654246,0.0393936,0.0005230553,0.00001340097,0.002709307,0.931509,0.0002256182,0.0008357001,0.0006721065,0.02390304,0.00004257394],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801317,0.0007537865,0.0006025857,0.01137986,0.0000842779,0.00002042556,0.00004016832,0.000005861617,0.006981389],"genre_scores_gemma":[0.9957626,0.0008128006,0.0004386991,0.001898128,0.00004648158,0.00001750035,0.00001910256,0.000005032876,0.0009994525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007715798,"threshold_uncertainty_score":0.04080552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02200193558450843,"score_gpt":0.2689153681465951,"score_spread":0.2469134325620866,"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."}}