{"id":"W4384007172","doi":"10.1016/j.jelectrocard.2023.07.005","title":"Education curriculum assessment for teaching electrocardiography: Rationale and design for the prospective, international, randomized controlled EDUCATE trial","year":2023,"lang":"en","type":"article","venue":"Journal of Electrocardiology","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"National Heart, Lung, and Blood Institute; GE Healthcare; National Institutes of Health","keywords":"Randomized controlled trial; Medicine; Curriculum; Resource (disambiguation); Medical education; Clinical endpoint; Intervention (counseling); Clinical trial; Computer science; Psychology; Nursing; Internal medicine; Pedagogy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005434547,0.0001411445,0.001275611,0.0004558425,0.0002329605,0.00004371317,0.0001117847,0.00007335188,0.00000244231],"category_scores_gemma":[0.002514511,0.00008080743,0.001205191,0.0001890877,0.00007247551,0.00007498421,0.00001032598,0.0003057577,4.304115e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001048474,"about_ca_system_score_gemma":0.0007833116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005091429,"about_ca_topic_score_gemma":4.208984e-7,"domain_scores_codex":[0.9983242,0.000419992,0.0006353132,0.0001732676,0.0002161283,0.000231061],"domain_scores_gemma":[0.9954786,0.003231414,0.0005212576,0.0001048406,0.0006023066,0.00006160225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9250253,0.0004310069,0.004719338,0.00004790496,0.02017608,0.000003550404,0.0002326106,0.0008373747,0.007929731,0.007930895,0.02257712,0.01008912],"study_design_scores_gemma":[0.9457845,0.00339736,0.001393067,0.00007441295,0.006197142,0.0003329912,0.0007770314,0.0183196,0.0003882511,0.01472795,0.008420887,0.000186822],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1831482,0.00626044,0.7770837,0.0164432,0.004633514,0.01171265,0.000003970074,0.00006130603,0.0006529597],"genre_scores_gemma":[0.9714722,0.002432755,0.01682969,0.0002280907,0.005856438,0.002337317,0.00002914376,0.0000258722,0.0007885114],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7883239,"threshold_uncertainty_score":0.3295231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524349885476745,"score_gpt":0.3518545703657682,"score_spread":0.3366110715110007,"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."}}