{"id":"W3088928663","doi":"10.1186/s12909-020-02124-2","title":"Evaluation of continuous quality improvement in accreditation for medical education","year":2020,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; Canadian Medical Association","funders":"","keywords":"Accreditation; Impartiality; Accountability; Corporate governance; Medical education; Medicine; Quality management; Political science; Business","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":[0.2720644,0.0005863914,0.0007923145,0.004616763,0.002068529,0.004941302,0.001661976,0.001190276,0.002267968],"category_scores_gemma":[0.3233281,0.0002535143,0.001414241,0.004133493,0.004620027,0.002841722,0.003513598,0.0012042,0.0002466342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01211339,"about_ca_system_score_gemma":0.01519179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003481787,"about_ca_topic_score_gemma":0.003612438,"domain_scores_codex":[0.6463427,0.2578924,0.01899707,0.004906655,0.06933318,0.002527978],"domain_scores_gemma":[0.4699094,0.342221,0.05472226,0.01362509,0.1148141,0.004708084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003945432,0.00196427,0.2539895,0.00765484,0.00105088,0.0001345652,0.01426023,0.009561281,0.002068281,0.01516421,0.004354842,0.6858517],"study_design_scores_gemma":[0.001554987,0.03810209,0.8049782,0.009302702,0.00131266,0.0006707242,0.01847551,0.04472499,0.01851385,0.01759471,0.04430278,0.000466777],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8210617,0.005149983,0.0807633,0.004222219,0.0003727831,0.01359189,0.0005614189,0.0003400818,0.07393652],"genre_scores_gemma":[0.9639678,0.0002772386,0.03319534,0.0002251519,0.00003199964,0.001722994,0.0001147591,0.0000183539,0.0004463922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2720644,"threshold_uncertainty_score":0.8976741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0733304957644135,"score_gpt":0.4679108047254793,"score_spread":0.3945803089610658,"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."}}