{"id":"W3007688470","doi":"","title":"Assessing the quality of feedback to general internal medicine residents in a competency-based environment.","year":2019,"lang":"en","type":"article","venue":"PubMed","topic":"Innovations in Medical Education","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Competence (human resources); Narrative; Medical education; Focus group; Usability; Documentation; Computer science; Psychology; Medicine; Social 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02978757,0.0004485237,0.0005455805,0.001239086,0.000533934,0.001188659,0.000680519,0.0006372238,0.0006103535],"category_scores_gemma":[0.1428316,0.0002995692,0.0005406307,0.0008039136,0.0006368788,0.0009165634,0.001646595,0.0006499469,0.0001831517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001186557,"about_ca_system_score_gemma":0.001661449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001752851,"about_ca_topic_score_gemma":0.003017109,"domain_scores_codex":[0.9770922,0.01229579,0.001742974,0.0008922528,0.007437523,0.0005393399],"domain_scores_gemma":[0.8779807,0.06428931,0.03062366,0.003256963,0.02075307,0.003096222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002039244,0.001428488,0.6689022,0.001637009,0.0004343506,0.0001386485,0.02233344,0.0006838627,0.01033469,0.00009403427,0.001327679,0.2906463],"study_design_scores_gemma":[0.0001100065,0.006702579,0.9764293,0.0003971466,0.000170638,0.0003434213,0.006725056,0.001846769,0.005448048,0.0001240603,0.001639836,0.00006303351],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948257,0.0004589814,0.00303139,0.0002170629,0.00002255223,0.0002674386,0.0001002515,0.00007274801,0.001003854],"genre_scores_gemma":[0.9926934,0.0002081412,0.006375722,0.0001052406,0.00001552015,0.0001948506,0.000100108,0.00001165978,0.0002953759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02978757,"threshold_uncertainty_score":0.1575336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04436795654609761,"score_gpt":0.3618238479960059,"score_spread":0.3174558914499083,"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."}}