{"id":181058,"date":"2026-01-23T16:03:00","date_gmt":"2026-01-23T21:03:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/01\/23\/blending-education-machine-learning-to-detect-iv-fluid-contaminated-cbcs-with-carly-maucione-md\/"},"modified":"2026-01-23T17:10:10","modified_gmt":"2026-01-23T22:10:10","slug":"blending-education-machine-learning-to-detect-iv-fluid-contaminated-cbcs-with-carly-maucione-md","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/01\/23\/blending-education-machine-learning-to-detect-iv-fluid-contaminated-cbcs-with-carly-maucione-md\/","title":{"rendered":"Blending Education, Machine Learning to Detect IV Fluid Contaminated CBCs, With Carly Maucione, MD"},"content":{"rendered":"<p><a href=\"https:\/\/www.hcplive.com\/view\/blending-education-machine-learning-iv-fluid-contaminated-cbcs-carly-maucione-md\">Blending Education, Machine Learning to Detect IV Fluid Contaminated CBCs, With Carly Maucione, MD<\/a><\/p>\n<p><a href=\"https:\/\/www.hcplive.com\/view\/blending-education-machine-learning-iv-fluid-contaminated-cbcs-carly-maucione-md\">https:\/\/www.hcplive.com\/view\/blending-education-machine-learning-iv-fluid-contaminated-cbcs-carly-maucione-md<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-01-23 16:03:00<\/a><\/p>\n<p>Source Domain: <a href=\"www.hcplive.com\">www.hcplive.com<\/a><\/p>\n<ul>\n<li>Improved detection of IV fluid contamination in CBCs has the potential to prevent a subset of unnecessary blood transfusions.<\/li>\n<li>A multicenter machine learning study revealed a surprising frequency of contaminated blood specimens leading to errors in clinical decisions.<\/li>\n<li>Current detection techniques are inadequate, but machine learning could standardize and more precisely detect contamination.<\/li>\n<li>The study employed two machine learning models that identified IV fluid contamination in approximately 2% of CBCs, suggesting 6-9% of subsequent transfusions may have been unnecessary.<\/li>\n<li>While real-time implementation of machine learning for detecting contamination is still long-term, immediate interventions like clinician education are recommended.<\/li>\n<li>Enhanced awareness among healthcare providers is essential to mitigate misinterpretation of contaminated specimens and reduce unnecessary transfusions.<\/li>\n<li>The study highlights the promise of machine learning in laboratory medicine but emphasizes the need for thorough validation, thoughtful integration, and education for better patient safety.<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Blending Education, Machine Learning to Detect IV Fluid Contaminated CBCs, With Carly Maucione, MD https:\/\/www.hcplive.com\/view\/blending-education-machine-learning-iv-fluid-contaminated-cbcs-carly-maucione-md&#8230;<\/p>\n","protected":false},"author":1,"featured_media":181059,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/cdn.sanity.io\/images\/0vv8moc6\/hcplive\/ec30dbf8df58814c1e4adee2e8d0f08b149509f8-1200x628.png","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[],"class_list":["post-181058","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\/181058"}],"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=181058"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/181058\/revisions"}],"predecessor-version":[{"id":181060,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/181058\/revisions\/181060"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/181059"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=181058"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=181058"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=181058"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}