{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001729663,0.0001734282,0.0009504378,0.0003497195,0.00006882154,0.00001289044,0.0002888592,0.0001096169,0.00001044934],"category_scores_gemma":[0.000357334,0.0001245103,0.001385832,0.002050258,0.0006053385,0.0001721974,0.0001821766,0.0003848885,1.669465e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006626936,"about_ca_system_score_gemma":0.0002985887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003699674,"about_ca_topic_score_gemma":0.000009480268,"domain_scores_codex":[0.9968916,0.0001162388,0.001328851,0.0002928663,0.001177699,0.0001927431],"domain_scores_gemma":[0.9966527,0.0003269825,0.001437319,0.000382138,0.0008230466,0.0003778046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007254823,0.0006725562,0.9798949,0.00006996004,0.003373358,3.554042e-7,0.001037421,0.0001074989,0.002637723,0.00001897938,0.0004947042,0.01096702],"study_design_scores_gemma":[0.0009731537,0.0008703306,0.9934347,0.0002969393,0.0009405423,0.00003204242,0.0009046168,0.0001607175,0.001598041,0.0003804479,0.0002957373,0.0001127345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832551,0.0001619437,0.01572735,0.0002835284,0.00004496464,0.0003949466,0.0001117086,0.000005592311,0.00001483172],"genre_scores_gemma":[0.8810505,0.0004820353,0.118207,0.0001543741,0.00005666501,0.00001392996,0.0000155738,0.00001271742,0.000007184718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1024796,"threshold_uncertainty_score":0.5077382,"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."}}