{"id":187616,"date":"2026-02-15T11:34:00","date_gmt":"2026-02-15T16:34:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/02\/15\/ai-accuracy-in-pulmonary-embolism-diagnosis\/"},"modified":"2026-02-15T11:50:09","modified_gmt":"2026-02-15T16:50:09","slug":"ai-accuracy-in-pulmonary-embolism-diagnosis","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/02\/15\/ai-accuracy-in-pulmonary-embolism-diagnosis\/","title":{"rendered":"AI Accuracy in Pulmonary Embolism Diagnosis"},"content":{"rendered":"<p><a href=\"https:\/\/www.emjreviews.com\/general-healthcare\/news\/ai-improves-pulmonary-embolism-detection\/\">AI Accuracy in Pulmonary Embolism Diagnosis<\/a><\/p>\n<p><a href=\"https:\/\/www.emjreviews.com\/general-healthcare\/news\/ai-improves-pulmonary-embolism-detection\/\">https:\/\/www.emjreviews.com\/general-healthcare\/news\/ai-improves-pulmonary-embolism-detection\/<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-02-15 11:34:00<\/a><\/p>\n<p>Source Domain: <a href=\"www.emjreviews.com\">www.emjreviews.com<\/a><\/p>\n<ul>\n<li>AI models exhibited high accuracy in detecting pulmonary embolism in internal validation studies, achieving a pooled sensitivity of 0.91 and a specificity of 0.94.<\/li>\n<li>External validation showed a minor decrease in diagnostic accuracy, with a pooled sensitivity of 0.89 and specificity of 0.88, indicating potential limits in model generalizability.<\/li>\n<li>The study found substantial heterogeneity across AI models assessed in different validation settings, as reflected by high I\u00b2 values.<\/li>\n<li>Despite the overall strong pooled results, the model\u2019s performance was slightly diminished when tested in external datasets, signaling a need for caution in real-world applicability.<\/li>\n<li>The researchers emphasized the importance of considering the observed performance variance and heterogeneity for practical deployment of AI diagnostics in pulmonary embolism detection.<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI Accuracy in Pulmonary Embolism Diagnosis https:\/\/www.emjreviews.com\/general-healthcare\/news\/ai-improves-pulmonary-embolism-detection\/ Publish Date: 2026-02-15 11:34:00 Source Domain: www.emjreviews.com AI&#8230;<\/p>\n","protected":false},"author":1,"featured_media":187617,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/www.emjreviews.com\/wp-content\/uploads\/2026\/02\/AdobeStock_290586712.jpeg","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[],"class_list":["post-187616","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/187616"}],"collection":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/comments?post=187616"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/187616\/revisions"}],"predecessor-version":[{"id":187618,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/187616\/revisions\/187618"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/187617"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=187616"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=187616"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=187616"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}