{"id":"W2992777245","doi":"10.1002/aet2.10429","title":"Faculty‐lead Opinions on Workplace‐based Methods for Graduated Managerial Teaching (FLOW MGMT): A National Cross‐sectional Survey of Canadian Emergency Medicine Lead Educators","year":2019,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre; Royal College of Physicians and Surgeons of Canada; University of Toronto; McMaster University; Hamilton Health Sciences","funders":"","keywords":"Observational study; Medical education; Curriculum; Cross-sectional study; Psychology; Overcrowding; Work (physics); Medicine; Pedagogy; Engineering; Political science","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":[0.004147736,0.0002153277,0.0001992418,0.001259306,0.00190458,0.001308261,0.0009795182,0.0005981027,0.002118863],"category_scores_gemma":[0.0172322,0.0002993354,0.0002517653,0.001209697,0.0008125814,0.0005280781,0.000902249,0.0007988635,0.00025475],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0104818,"about_ca_system_score_gemma":0.01726517,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7277987,"about_ca_topic_score_gemma":0.8521733,"domain_scores_codex":[0.9969987,0.0004766708,0.0001568705,0.000180751,0.001572479,0.0006145391],"domain_scores_gemma":[0.9877963,0.001614051,0.00260874,0.0001945473,0.00441873,0.003367647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007113223,0.0001582931,0.9684037,0.00007956425,0.00001215094,0.00008538725,0.01483313,0.00005246292,0.0004707779,0.00006304016,0.001870925,0.01389944],"study_design_scores_gemma":[0.000005813773,0.00006601311,0.9854206,0.00004295035,0.000003485741,0.00004308713,0.01262046,0.0001080214,0.00008910712,0.000008497273,0.001582809,0.000009173831],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968496,0.0002063317,0.00009378367,0.0006386295,0.00001830659,0.00005922522,0.0002648033,0.000007580763,0.001861695],"genre_scores_gemma":[0.9983296,0.0002699925,0.0001864278,0.0002704458,0.00001042439,0.00002919302,0.0001777704,0.000004669168,0.0007214222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9895182,"threshold_uncertainty_score":0.5476087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1384736130859178,"score_gpt":0.4639445798402493,"score_spread":0.3254709667543315,"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."}}