{"id":"W3209251746","doi":"10.1097/jmq.0000000000000021","title":"Accrediting Graduate Programs in Healthcare Quality and Safety","year":2021,"lang":"en","type":"article","venue":"American Journal of Medical Quality","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Accreditation; Quality assurance; Medicine; Medical education; Quality (philosophy); Commission; Health care; Patient safety; Quality management; Graduate education; Graduate medical education; Process (computing); Political science; Engineering; Computer science; Management system; Operations management","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":[],"consensus_categories":[],"category_scores_codex":[0.03861552,0.0005088167,0.0005548531,0.003515732,0.003279035,0.003683969,0.001992765,0.00195696,0.01188586],"category_scores_gemma":[0.0678459,0.0004101039,0.0006587132,0.00227718,0.001952439,0.001680129,0.008055073,0.003431538,0.002864538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004434628,"about_ca_system_score_gemma":0.0486013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008518932,"about_ca_topic_score_gemma":0.01531561,"domain_scores_codex":[0.9781617,0.006451303,0.001724217,0.00101881,0.00954214,0.003101864],"domain_scores_gemma":[0.8835056,0.01046904,0.009310912,0.008573485,0.06640876,0.02173218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001206719,0.001468138,0.1159119,0.000804861,0.00003989603,0.0001434113,0.005308466,0.0009128902,0.004595926,0.02069747,0.1287675,0.721229],"study_design_scores_gemma":[0.0001648337,0.001708574,0.495931,0.002564042,0.00004014945,0.0007377762,0.009538491,0.003714161,0.007353328,0.01126709,0.4668849,0.00009573714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.3889958,0.00803931,0.0978526,0.1001276,0.008394543,0.01242734,0.001771115,0.003836162,0.3785556],"genre_scores_gemma":[0.7652979,0.005189941,0.1139644,0.01346815,0.001796809,0.003811931,0.004247059,0.0005459437,0.09167784],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03861552,"threshold_uncertainty_score":0.2042208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3724345192475175,"score_gpt":0.5492563960089574,"score_spread":0.1768218767614399,"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."}}