{"id":"W3092231104","doi":"10.1002/aet2.10544","title":"Workplace‐based Assessment Data in Emergency Medicine: A Scoping Review of the Literature","year":2020,"lang":"en","type":"review","venue":"AEM Education and Training","topic":"Innovations in Medical Education","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Ottawa; Hamilton Health Sciences","funders":"","keywords":"Accreditation; Context (archaeology); Data collection; Work (physics); Medical education; Data extraction; Systematic review; Medical literature; Medicine; MEDLINE; Psychology; Political science; Engineering; History; Sociology; Social 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001287632,0.0002295413,0.001119399,0.0002344377,0.00005846554,0.000008233679,0.0003349128,0.0001559422,0.0004059858],"category_scores_gemma":[0.003138062,0.0001475188,0.00008802403,0.002293721,0.00008510731,0.00007756198,0.00007916342,0.0007747033,0.000001842236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001054946,"about_ca_system_score_gemma":0.005557397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005875314,"about_ca_topic_score_gemma":0.000002694612,"domain_scores_codex":[0.9976186,0.0002095887,0.001235878,0.0004123118,0.0003800383,0.0001435875],"domain_scores_gemma":[0.9980814,0.0001251942,0.0006879666,0.0008430925,0.0001951672,0.00006713223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[6.429627e-7,0.00006175059,0.00004606535,0.2854622,0.00001968147,4.342887e-7,0.0005373817,8.892551e-9,5.814038e-8,0.0001732277,0.00578141,0.7079172],"study_design_scores_gemma":[0.0001103188,0.0000165093,0.000137651,0.6313455,0.0003720422,0.00002097226,0.0002634678,0.00001570373,2.288806e-8,0.00001400967,0.3676264,0.00007746083],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003996229,0.98205,0.00003835694,0.01220972,0.001593983,0.001691078,0.000009169909,0.00001319572,0.002390507],"genre_scores_gemma":[0.00002570735,0.9931414,0.002217311,0.002197501,0.0005381845,0.0001970933,0.001477121,0.00002661244,0.0001790436],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7078397,"threshold_uncertainty_score":0.9858584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1628482168292306,"score_gpt":0.5184868518653499,"score_spread":0.3556386350361194,"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."}}