{"id":"W4210538797","doi":"10.36834/cmej.74109","title":"Teaching and fostering change management in medical education","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Calgary; University of Alberta","funders":"","keywords":"Medical education; Computer science; Data science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003200745,0.0001385686,0.0001954946,0.001300681,0.0006373635,0.00004811099,0.0002678401,0.0001431118,0.02640158],"category_scores_gemma":[0.007391941,0.0001461593,0.00003809773,0.0005983491,0.00009816737,0.0001731493,0.0001188771,0.002516626,0.00001532201],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001632143,"about_ca_system_score_gemma":0.03502123,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007928598,"about_ca_topic_score_gemma":0.002794628,"domain_scores_codex":[0.9970214,0.0002475442,0.0005562874,0.0002656294,0.001501678,0.0004073985],"domain_scores_gemma":[0.995831,0.00002974538,0.0001191377,0.0002133599,0.0001402278,0.00366659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001083102,0.0003731092,0.0017299,0.00006490546,0.00001749565,0.0001043007,0.00221844,2.413953e-7,0.000001216181,0.004061467,0.1160876,0.8753304],"study_design_scores_gemma":[0.001056904,0.0001125614,0.01838474,0.0006269003,0.00004155083,0.008961849,0.01656717,0.001017785,6.993448e-7,0.001394049,0.9516134,0.0002223749],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4535454,0.002679453,0.00007793344,0.5006092,0.008670385,0.0009446475,0.000002561338,0.00003895344,0.03343153],"genre_scores_gemma":[0.6720701,0.0004577305,0.00392649,0.3180269,0.002929624,0.000633513,0.0001081965,0.00004530512,0.001802145],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8751081,"threshold_uncertainty_score":0.9997846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02587957816894971,"score_gpt":0.3522787207359137,"score_spread":0.326399142566964,"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."}}