{"id":"W2315068617","doi":"10.1016/j.acra.2016.02.015","title":"Evaluation of Radiology Teachers' Performance and Identification of the “Best Teachers” in a Residency Program","year":2016,"lang":"en","type":"article","venue":"Academic Radiology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Cronbach's alpha; TUTOR; Teamwork; Medical education; Scale (ratio); Medicine; Identification (biology); Specialty; Psychology; Psychometrics; Mathematics education; Family medicine; Clinical psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.004996438,0.00008449599,0.0002464181,0.0003832793,0.0000282022,7.468953e-7,0.0001668325,0.0003658281,0.00002652963],"category_scores_gemma":[0.005819023,0.00005067887,0.0000265578,0.0006692285,0.0006540071,0.00008648921,0.00002994993,0.0004205966,0.00000399083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001750454,"about_ca_system_score_gemma":0.0003550072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002639898,"about_ca_topic_score_gemma":0.00000372126,"domain_scores_codex":[0.9981105,0.0004738812,0.000713084,0.0002201093,0.0003132182,0.0001692469],"domain_scores_gemma":[0.9988654,0.0001397355,0.0003761179,0.0003119962,0.0002851967,0.00002152686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002433355,0.00007521403,0.518732,0.00003695384,0.00002898292,1.256567e-7,0.002393668,0.000004374743,0.08654349,0.0007842026,0.001656777,0.3897199],"study_design_scores_gemma":[0.001477325,0.0002419467,0.9877115,0.0002224499,0.0001522185,0.0001831462,0.0005570494,0.000881272,0.006334328,0.001530032,0.0006464187,0.00006232897],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909615,0.0007978479,0.00004552168,0.006756086,0.0002593004,0.0008059371,9.947618e-7,0.00001181916,0.0003610217],"genre_scores_gemma":[0.9980878,0.0008873434,0.0004243169,0.0001000307,0.0001070745,0.0001605404,0.000005329106,0.000008255298,0.0002192702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4689795,"threshold_uncertainty_score":0.6966335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03776235755616209,"score_gpt":0.3798046422089248,"score_spread":0.3420422846527627,"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."}}