{"id":"W3202771485","doi":"10.1007/s40037-021-00686-5","title":"Theory in quality improvement and patient safety education: A scoping review","year":2021,"lang":"en","type":"article","venue":"Perspectives on Medical Education","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; The Wilson Centre; University of Toronto","funders":"","keywords":"Medical education; Quality (philosophy); Quality management; Medicine; Psychology; Computer science; Engineering; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001820396,0.0001538141,0.000320615,0.0001057911,0.0003146539,0.000002182455,0.0001118534,0.0001638515,0.004313048],"category_scores_gemma":[0.01344932,0.0001387797,0.00005107156,0.0003696525,0.0001236221,0.0001114414,0.00007565767,0.0006809321,0.0001124936],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000585173,"about_ca_system_score_gemma":0.009388203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001010935,"about_ca_topic_score_gemma":0.0002355612,"domain_scores_codex":[0.9962384,0.00147729,0.0008613335,0.0005061592,0.0006282466,0.0002886395],"domain_scores_gemma":[0.9976224,0.0007879328,0.0003671378,0.0004296626,0.0004037997,0.0003891104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002118372,0.00490119,0.006713062,0.009161235,0.00004323192,0.000001716016,0.109614,0.000001972902,0.00006588692,0.153063,0.01227162,0.7039512],"study_design_scores_gemma":[0.002236259,0.0002868217,0.1146372,0.1821544,0.00008471512,0.00001091834,0.518241,0.00001201635,0.0000559154,0.01061735,0.1708524,0.0008110894],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3045335,0.2076861,0.004328469,0.3650931,0.008927044,0.007893965,0.00003169939,0.0002189907,0.1012871],"genre_scores_gemma":[0.7241494,0.1365892,0.001586754,0.1289201,0.001091143,0.002827506,0.0004382648,0.00005146448,0.004346067],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7031401,"threshold_uncertainty_score":0.9965972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0607929776640536,"score_gpt":0.5048560978503293,"score_spread":0.4440631201862756,"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."}}