{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001014877,0.00009043788,0.0003067283,0.00006873348,0.00002485127,0.00001216699,0.00009089758,0.00006734805,0.0004908919],"category_scores_gemma":[0.003844936,0.00006849178,0.00007646304,0.0003067277,0.00006536047,0.0001197999,0.00001166103,0.0004915635,0.00001334594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00011505,"about_ca_system_score_gemma":0.001372937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002828826,"about_ca_topic_score_gemma":0.000001702612,"domain_scores_codex":[0.9979947,0.000181114,0.0007498624,0.0001190684,0.000819795,0.0001354772],"domain_scores_gemma":[0.9984862,0.0002722967,0.0003385926,0.0000583465,0.000280896,0.0005636791],"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":[0.001908115,0.005292398,0.05586784,0.0003374814,0.0002264634,0.0002112863,0.01467603,0.00007464106,0.00486499,0.00140479,0.01564005,0.8994959],"study_design_scores_gemma":[0.07942102,0.01374107,0.7765353,0.005109158,0.0005078022,0.0005099733,0.03254177,0.03063028,0.009843364,0.020815,0.02875312,0.001592136],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8882983,0.0003606707,0.01127888,0.09765444,0.0004245279,0.0002735725,0.000001684731,0.00001497703,0.001692892],"genre_scores_gemma":[0.9838959,0.00009282915,0.001794967,0.01392313,0.0002605376,0.000004253268,0.000009132849,0.000007121464,0.00001212789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8979038,"threshold_uncertainty_score":0.5374922,"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."}}