{"id":"W1408996090","doi":"10.1016/j.echo.2015.08.003","title":"Development of an Educational Strategy and Decision Support Tool to Enhance Appropriate Use of Stress Echocardiography at a Large Academic Medical Center: A Prospective, Pre- and Postintervention Analysis","year":2015,"lang":"en","type":"article","venue":"Journal of the American Society of Echocardiography","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Women's College Hospital; University of Toronto; Toronto General Hospital; St. Michael's Hospital","funders":"","keywords":"Medicine; Center (category theory); Prospective cohort study; Stress Echocardiography; Medical physics; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01012503,0.0005387926,0.0007938282,0.001522623,0.001110278,0.001716194,0.001124115,0.0009678832,0.001899242],"category_scores_gemma":[0.02139087,0.0005262588,0.0007464592,0.001088626,0.0004497465,0.002012533,0.001424681,0.001365792,0.0003255649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0019673,"about_ca_system_score_gemma":0.0058284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003085163,"about_ca_topic_score_gemma":0.006192153,"domain_scores_codex":[0.9954644,0.002362375,0.0005451027,0.0002819283,0.0006969524,0.0006493917],"domain_scores_gemma":[0.9846389,0.00747638,0.002356678,0.000596158,0.002280801,0.002651176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.003018414,0.0402367,0.8722326,0.0001549494,0.0002345799,0.0002632289,0.001832474,0.0005692806,0.0006763358,0.0001646611,0.001858224,0.07875858],"study_design_scores_gemma":[0.002241417,0.02838457,0.9447357,0.0001935826,0.0003689534,0.0002678036,0.006413437,0.01320075,0.001951026,0.0003077284,0.001812543,0.0001224323],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967834,0.00005187835,0.001291287,0.0004040165,0.00002672219,0.0008426572,0.0001233421,0.00003458616,0.0004422047],"genre_scores_gemma":[0.9860977,0.0000779691,0.01169835,0.0002750563,0.00003358524,0.001343016,0.0002384305,0.00001073995,0.0002250766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01012503,"threshold_uncertainty_score":0.05354691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02808369551627474,"score_gpt":0.374324256642476,"score_spread":0.3462405611262012,"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."}}