{"id":8601,"date":"2025-09-13T15:14:21","date_gmt":"2025-09-13T12:14:21","guid":{"rendered":"https:\/\/jordan-cardiac.org\/?p=8601"},"modified":"2025-09-13T15:14:21","modified_gmt":"2025-09-13T12:14:21","slug":"ai-in-echocardiography","status":"publish","type":"post","link":"https:\/\/jordan-cardiac.org\/en\/ai-in-echocardiography\/","title":{"rendered":"AI in Echocardiography"},"content":{"rendered":"<div>AI in Echocardiography<\/div>\n<div><\/div>\n<div>Source: JACC, 7 September 2025<\/div>\n<div><\/div>\n<div><span> 1. Innovation<\/span><\/div>\n<div><span> \u2022\u00a0 \u00a0Echo software model \u201cEchoNet\u201d with ability to automatically measure 18 echo parameters.<\/span><\/div>\n<div><span> \u2022 Automates 18 key parameters (LV, RV, aorta, IVC, Doppler).<\/span><\/div>\n<div><span> 2. Data<\/span><\/div>\n<div><span> \u2022 Trained on 150,000+ echo studies (Cedars-Sinai, 2011\u20132023).<\/span><\/div>\n<div><span> \u2022 Validated on external datasets (Stanford and others).<\/span><\/div>\n<div><span> \u2022 Largest dataset of sonographer annotations ever used.<\/span><\/div>\n<div><span> 3. Results<\/span><\/div>\n<div><span> \u2022 High accuracy across both linear and Doppler measures.<\/span><\/div>\n<div><span> \u2022 Reduces manual workload and increases reproducibility.<\/span><\/div>\n<div><span> 4. Limitations<\/span><\/div>\n<div><span> \u2022 Still needs good-quality echo images \u2014 poor acquisition cannot be corrected by AI.<\/span><\/div>\n<div><span> \u2022 Echo remains operator-dependent for image capture.<\/span><\/div>\n<div><span> 5. Impact<\/span><\/div>\n<div><span> \u2022 Can support less-experienced users (e.g., ER doctors or nurses) for basic assessments, if images are adequate.<\/span><\/div>\n<div><span> \u2022 Expands access, speeds up reporting, and standardizes measurements globally.<\/span><\/div>\n<div>\u00a0 \u00a0 \u00a0 \u2022\u00a0 AI software can run on older echo machines if they export digital images (DICOM); without digital output or good quality images, integration is not possible.<\/div>\n<div><\/div>\n<div>Take-home line:<\/div>\n<div>AI can make echocardiography faster, more accurate, and more accessible \u2014 but image quality remains the key.<\/div>\n<div><\/div>\n<div><a href=\"https:\/\/www.jacc.org\/doi\/10.1016\/j.jacc.2025.07.053\">https:\/\/www.jacc.org\/doi\/10.1016\/j.jacc.2025.07.053<\/a><\/div>\n<div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>AI in Echocardiography Source: JACC, 7 September 2025 1. Innovation \u2022\u00a0 \u00a0Echo software model \u201cEchoNet\u201d with ability to automatically measure 18 echo parameters. \u2022 Automates 18 key parameters (LV, RV, aorta, IVC, Doppler). 2. Data \u2022 Trained on 150,000+ echo studies (Cedars-Sinai, 2011\u20132023). \u2022 Validated on external datasets (Stanford and others). \u2022 Largest dataset of [&hellip;]<\/p>\n","protected":false},"author":145,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-8601","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/jordan-cardiac.org\/en\/wp-json\/wp\/v2\/posts\/8601","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jordan-cardiac.org\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jordan-cardiac.org\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jordan-cardiac.org\/en\/wp-json\/wp\/v2\/users\/145"}],"replies":[{"embeddable":true,"href":"https:\/\/jordan-cardiac.org\/en\/wp-json\/wp\/v2\/comments?post=8601"}],"version-history":[{"count":1,"href":"https:\/\/jordan-cardiac.org\/en\/wp-json\/wp\/v2\/posts\/8601\/revisions"}],"predecessor-version":[{"id":8602,"href":"https:\/\/jordan-cardiac.org\/en\/wp-json\/wp\/v2\/posts\/8601\/revisions\/8602"}],"wp:attachment":[{"href":"https:\/\/jordan-cardiac.org\/en\/wp-json\/wp\/v2\/media?parent=8601"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jordan-cardiac.org\/en\/wp-json\/wp\/v2\/categories?post=8601"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jordan-cardiac.org\/en\/wp-json\/wp\/v2\/tags?post=8601"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}