{"id":"W4378782990","doi":"10.1177/01632787231180275","title":"Real Patient Participation in Workplace-Based Assessment of Health Professional Trainees: A Scoping Review","year":2023,"lang":"en","type":"review","venue":"Evaluation & the Health Professions","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"CINAHL; PsycINFO; MEDLINE; Context (archaeology); Health care; Medicine; Intervention (counseling); Medical education; Nursing; Psychology; Family medicine; Psychological intervention","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01755927,0.00116916,0.004167133,0.01120398,0.0009414738,0.004492377,0.001891191,0.003031041,0.003325548],"category_scores_gemma":[0.06250061,0.0009539429,0.003576321,0.01418122,0.001196217,0.003767859,0.00203117,0.00155132,0.0005400559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003610395,"about_ca_system_score_gemma":0.01363048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00625786,"about_ca_topic_score_gemma":0.0164828,"domain_scores_codex":[0.9863012,0.00587834,0.004402841,0.0006042379,0.002500562,0.0003127507],"domain_scores_gemma":[0.9339381,0.05505149,0.005829324,0.0008348561,0.003998556,0.0003475942],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009703891,0.00006037224,0.0006562435,0.7684337,0.001433114,0.000127748,0.00113098,0.0001071724,0.0001645813,0.0006306694,0.002730625,0.2244277],"study_design_scores_gemma":[0.00002974694,0.00009647519,0.001584983,0.9668254,0.004151033,0.0002716612,0.0008839504,0.00004212732,0.0001193658,0.0002219644,0.02575406,0.00001923659],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005187782,0.9983114,0.000130096,0.000244354,0.0001108947,0.0001717442,0.00004876719,0.00000319444,0.0004607849],"genre_scores_gemma":[0.004066075,0.9946665,0.0004290971,0.0002882431,0.00005199131,0.0003362066,0.00006590111,0.000002714254,0.00009337095],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9824407,"threshold_uncertainty_score":0.09286344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.416886490641584,"score_gpt":0.6574099080820286,"score_spread":0.2405234174404446,"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."}}