{"id":"W3030272337","doi":"10.1080/0142159x.2020.1767768","title":"A systems approach for institutional CBME adoption at Queen’s University","year":2020,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Excellence; Specialty; Medicine; Medical education; Competence (human resources); Accreditation; Management; Family medicine; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004711359,0.00009869654,0.0001965551,0.00006034226,0.0001406901,0.000006808261,0.0001188962,0.0002427171,0.0009140357],"category_scores_gemma":[0.001845798,0.00008708176,0.00006670701,0.0003017093,0.0001895313,0.00006159779,0.00003814185,0.0003578793,0.00006966815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004552377,"about_ca_system_score_gemma":0.0003856201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003602483,"about_ca_topic_score_gemma":3.230953e-7,"domain_scores_codex":[0.9986147,0.00005236627,0.0002206609,0.0002628898,0.0006643747,0.0001849647],"domain_scores_gemma":[0.9993747,0.00001486139,0.00005690508,0.0001382444,0.0001440892,0.0002711751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001173496,0.001831941,0.05351584,0.001849884,0.000327213,0.00008619287,0.0029348,0.0001747134,0.0001717148,0.06655742,0.8475455,0.02383126],"study_design_scores_gemma":[0.002770527,0.0001814141,0.002709169,0.00009145577,0.0001045037,0.00005870647,0.001178941,0.2256683,0.00001066358,0.00001479882,0.7670466,0.0001649314],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4501852,0.0001611663,0.4157187,0.08137403,0.001135019,0.001984988,0.00001364823,0.000425601,0.04900167],"genre_scores_gemma":[0.979664,0.00001382931,0.005473619,0.002822291,0.001773925,0.00004838805,0.0006020626,0.00001933463,0.00958261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5294787,"threshold_uncertainty_score":0.9999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04087313001359064,"score_gpt":0.2872088330252409,"score_spread":0.2463357030116502,"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."}}