{"id":241213,"date":"2026-07-07T22:46:00","date_gmt":"2026-07-08T02:46:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/07\/07\/human-in-the-loop-ai-predictive-digital-twin-to-extend-virtual-precision-diabetes-care-between-visits\/"},"modified":"2026-07-08T00:05:12","modified_gmt":"2026-07-08T04:05:12","slug":"human-in-the-loop-ai-predictive-digital-twin-to-extend-virtual-precision-diabetes-care-between-visits","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/07\/07\/human-in-the-loop-ai-predictive-digital-twin-to-extend-virtual-precision-diabetes-care-between-visits\/","title":{"rendered":"Human-in-the-loop AI predictive digital twin to extend virtual precision diabetes care between visits"},"content":{"rendered":"<p><a href=\"https:\/\/www.nature.com\/articles\/s44401-026-00118-8\">Human-in-the-loop AI predictive digital twin to extend virtual precision diabetes care between visits<\/a><\/p>\n<p><a href=\"https:\/\/www.nature.com\/articles\/s44401-026-00118-8\">https:\/\/www.nature.com\/articles\/s44401-026-00118-8<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-07-07 22:46:00<\/a><\/p>\n<p>Source Domain: <a href=\"www.nature.com\">www.nature.com<\/a><\/p>\n<ul>\n<li>\n<p><strong>Study Design<\/strong>: A randomized trial embedded within a parent RCT focusing on overweight\/obese adults, examining the effects of an AI-enabled intervention during the second half of the study period.<\/p>\n<\/li>\n<li>\n<p><strong>Participants<\/strong>: Enrolled 60 adults with at least 18 years of age, including 40 individuals with type 2 diabetes (T2D). Participants were on either a ketogenic or low-fat, low-calorie diet.<\/p>\n<\/li>\n<li>\n<p><strong>Model Construction<\/strong>: Utilized a predictive digital twin involving an artificial neural network (ANN) trained with transfer learning to predict glucose and weight levels based on dietary intake, physical activity, and prior physiological measurements.<\/p>\n<\/li>\n<li>\n<p><strong>Human-in-the-loop Component<\/strong>: All AI-generated recommendations underwent review by a trained nurse or interventionist to ensure alignment with clinical guidelines and personalized for each patient. <\/p>\n<\/li>\n<li>\n<p><strong>Outcomes Focus<\/strong>: Measured changes in weight and glycemic stability during the intervention period. Weight change and glucose stability were assessed using ANOVA and Clark Error Grid analysis.<\/p>\n<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Human-in-the-loop AI predictive digital twin to extend virtual precision diabetes care between visits https:\/\/www.nature.com\/articles\/s44401-026-00118-8 Publish&#8230;<\/p>\n","protected":false},"author":1,"featured_media":241214,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media.springernature.com\/m685\/springer-static\/image\/art%3A10.1038%2Fs44401-026-00118-8\/MediaObjects\/44401_2026_118_Fig1_HTML.png","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[],"class_list":["post-241213","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\/241213"}],"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=241213"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/241213\/revisions"}],"predecessor-version":[{"id":241215,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/241213\/revisions\/241215"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/241214"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=241213"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=241213"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=241213"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}