{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03860189,0.000409225,0.0003779039,0.001617674,0.01735706,0.01602482,0.003366813,0.002672105,0.007455839],"category_scores_gemma":[0.03038948,0.0006851128,0.0006217269,0.001753582,0.0126007,0.004916348,0.01810456,0.007749546,0.0009784717],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08116481,"about_ca_system_score_gemma":0.2737498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2920271,"about_ca_topic_score_gemma":0.4637884,"domain_scores_codex":[0.9529653,0.02370253,0.001396444,0.003058058,0.01206869,0.006808976],"domain_scores_gemma":[0.9493167,0.008352182,0.002172733,0.003993116,0.01612526,0.02004005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001692174,0.001406851,0.03447136,0.001350108,0.0001354963,0.001313881,0.09984571,0.006755865,0.005709254,0.3766512,0.1083132,0.363878],"study_design_scores_gemma":[0.0001215555,0.001109434,0.03572959,0.002548768,0.00008567059,0.0003682988,0.1030969,0.008000768,0.005134115,0.07177802,0.7716876,0.0003393129],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1628033,0.00295898,0.1834375,0.4327739,0.002413679,0.003285425,0.0003324937,0.001653425,0.2103412],"genre_scores_gemma":[0.8211961,0.001211808,0.1320055,0.01636764,0.0002951582,0.001221977,0.0001221305,0.0002072503,0.02737246],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9188352,"threshold_uncertainty_score":0.5888946,"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."}}