{"id":"W4398236761","doi":"10.12688/mep.20142.2","title":"The impact of accreditation on continuous quality improvement process in undergraduate medical education programs: A scoping review","year":2024,"lang":"en","type":"review","venue":"MedEdPublish","topic":"Innovations in Medical Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Accreditation; Medical education; Process (computing); Quality (philosophy); Psychology; Medicine; Computer science","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","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005473663,0.000468967,0.001966389,0.000577432,0.00008289197,0.0001646238,0.0005162799,0.0004377741,0.00008222408],"category_scores_gemma":[0.01977203,0.000262837,0.0005414627,0.003075387,0.0002165551,0.0002051917,0.00007851519,0.001429092,0.00003049267],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149157,"about_ca_system_score_gemma":0.02370462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001427701,"about_ca_topic_score_gemma":0.00004881381,"domain_scores_codex":[0.9941102,0.0003867442,0.002670485,0.0006213666,0.001774976,0.0004362113],"domain_scores_gemma":[0.9963993,0.0002854372,0.001265126,0.0008404413,0.001059817,0.0001498407],"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":[0.000009830213,0.0005766659,0.00001918869,0.1987932,0.0001281081,0.000002268329,0.00008312855,4.277936e-8,2.786521e-8,0.0005522402,0.02681907,0.7730162],"study_design_scores_gemma":[0.000337257,0.0004873282,0.0000252465,0.8980543,0.0007893023,0.00003919529,0.0002144247,0.00001992713,3.739262e-7,0.0006887848,0.09907559,0.0002682799],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002770615,0.983964,0.00001078613,0.005804528,0.001584938,0.007236716,0.000006520449,0.00007718498,0.001038282],"genre_scores_gemma":[0.0002202276,0.9932735,0.00006906167,0.0005769158,0.0006034723,0.003555347,0.001362992,0.00007004787,0.0002684371],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7727479,"threshold_uncertainty_score":0.9999824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06784625467343568,"score_gpt":0.5234634299868971,"score_spread":0.4556171753134614,"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."}}