Jessica Soldavini, Alice S Ammerman
Serving Breakfast Free to All Students and Type of Breakfast Serving Model Are Associated with Participation in the School Breakfast Program
Journal of the Academy of Nutrition and Dietetics
valvular heart disease vhd becoming increasingly important manage risk future complications electrocardiographic ecg changes may related multiple vhds aienabled ecg able detect vhds aimed develop five deep learning models dlms identify aortic stenosis aortic regurgitation pulmonary regurgitation tricuspid regurgitation mitral regurgitation 2010 2021 77047 patients echocardiography 12lead ecg performed within 7 days identified academic medical center provide dlm development 122728 ecgs internal validation 7637 ecgs additional 11800 patients community hospital identified external validation ecgs classified without moderatetosevere vhds according transthoracic echocardiography tte records also collected echocardiographic data followup tte records identify newonset valvular heart diseases aiecg adjusted age sex achieved areas curves aucs 084 080 077 083 081 detecting aortic stenosis aortic regurgitation pulmonary regurgitation tricuspid regurgitation mitral regurgitation respectively since predictions dlm shared similar components ecg rhythms positive findings dlm highly correlated valvular heart diseases note total 375517 falsepositive predictions least one significant echocardiographic finding may lead significantly higher risk future moderatetosevere vhds patients initially minimaltomild vhds aiecg may used largescale screening tool detecting vhds basis undergo echocardiography