{"id":"W2996832527","doi":"10.4300/jgme-d-19-00358.1","title":"Feedback Frequency in Competence by Design: A Quality Improvement Initiative","year":2020,"lang":"en","type":"article","venue":"Journal of Graduate Medical Education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Competence (human resources); Audit; Quality management; Medicine; Graduate medical education; Otorhinolaryngology; Stakeholder; Medical education; Family medicine; Psychology; Accreditation; Operations management; Surgery; Engineering","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":[0.1777089,0.001422284,0.001021246,0.00380133,0.002616312,0.005721622,0.004942627,0.001845131,0.002451553],"category_scores_gemma":[0.1643675,0.001244004,0.001773115,0.002941663,0.002758396,0.004344059,0.006924698,0.003779578,0.0006106913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009850121,"about_ca_system_score_gemma":0.04157151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006866661,"about_ca_topic_score_gemma":0.007945061,"domain_scores_codex":[0.8672818,0.07695713,0.00949598,0.006602766,0.03601086,0.003651488],"domain_scores_gemma":[0.763262,0.07620095,0.03865453,0.02543991,0.06571298,0.03072961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007172152,0.008562138,0.03685342,0.002064155,0.0002222175,0.00008678657,0.008970096,0.001628116,0.004152517,0.001451293,0.0155029,0.9197892],"study_design_scores_gemma":[0.01122066,0.07224115,0.5218533,0.008747448,0.002230097,0.001696303,0.02638633,0.03726358,0.04473504,0.01130834,0.2613187,0.0009990243],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.495187,0.005507492,0.3715304,0.0533039,0.002186161,0.02912636,0.001347356,0.01800166,0.02380972],"genre_scores_gemma":[0.4042212,0.00137627,0.5787678,0.004391167,0.0003931311,0.007018273,0.0007548485,0.0004698113,0.002607478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1777089,"threshold_uncertainty_score":0.9398256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1560487864908509,"score_gpt":0.3963631098976279,"score_spread":0.2403143234067771,"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."}}