{"id":"W2971462050","doi":"10.1111/medu.13926","title":"Quality improvement in medical schools: vision meets culture","year":2019,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Excellence; Accreditation; Context (archaeology); Medical education; Quality (philosophy); Quality management; Perception; Rasch model; Organizational culture; Psychology; Total quality management; Medicine; Public relations; Management system; Management; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01447462,0.0002431856,0.0004579441,0.001854905,0.008805943,0.01213336,0.001159003,0.001775554,0.002734644],"category_scores_gemma":[0.01832948,0.0002575458,0.0002609593,0.002358926,0.01903376,0.00393931,0.008287052,0.003800621,0.0003072552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01899325,"about_ca_system_score_gemma":0.04892927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09146958,"about_ca_topic_score_gemma":0.1063883,"domain_scores_codex":[0.985198,0.00614186,0.0005518587,0.0007893155,0.005124964,0.002194087],"domain_scores_gemma":[0.9730057,0.00276049,0.004124607,0.0006139301,0.004847815,0.01464744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001675212,0.0005693191,0.2241087,0.001791329,0.0001377329,0.0006407428,0.3085652,0.0009507498,0.00274714,0.09573739,0.06165217,0.302932],"study_design_scores_gemma":[0.00006999309,0.0006030586,0.3495463,0.002184522,0.00009130195,0.0005417156,0.432157,0.0007915966,0.0009962156,0.03129934,0.1815351,0.0001839838],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.537455,0.01015597,0.005034746,0.3707924,0.001145199,0.0001428941,0.000142934,0.0001366338,0.07499426],"genre_scores_gemma":[0.9877656,0.001592036,0.001438141,0.008048067,0.0001274871,0.00001961859,0.000025766,0.00001272694,0.0009705669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09146958,"threshold_uncertainty_score":0.1818743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016451171099575,"score_gpt":0.4096697210269513,"score_spread":0.3995052093159555,"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."}}