{"id":29503,"date":"2026-02-19T04:07:00","date_gmt":"2026-02-18T20:07:00","guid":{"rendered":"https:\/\/csccm.org.cn\/?p=29503"},"modified":"2026-02-19T09:21:05","modified_gmt":"2026-02-19T01:21:05","slug":"jama%e5%8f%91%e8%a1%a8%e8%ae%ba%e6%96%87%ef%bc%9a%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e8%b5%8b%e8%83%bd%e7%94%9f%e6%b4%bb%e6%96%b9%e5%bc%8f%e5%b9%b2%e9%a2%84%e4%b8%8e%e4%ba%ba%e7%b1%bb%e6%8c%87","status":"publish","type":"post","link":"https:\/\/csccm.org.cn\/?p=29503","title":{"rendered":"[JAMA\u53d1\u8868\u8bba\u6587]\uff1a\u4eba\u5de5\u667a\u80fd\u8d4b\u80fd\u751f\u6d3b\u65b9\u5f0f\u5e72\u9884\u4e0e\u4eba\u7c7b\u6307\u5bfc\u7cd6\u5c3f\u75c5\u9884\u9632\u8ba1\u5212"},"content":{"rendered":"\n<p>Original Investigation&nbsp;<\/p>\n\n\n\n<p>AI in Medicine<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">An AI-Powered Lifestyle Intervention vs Human Coaching in the Diabetes Prevention Program: A Randomized Clinical Trial<\/h1>\n\n\n\n<h3 class=\"wp-block-heading\">Nestoras&nbsp;Mathioudakis,&nbsp;Benjamin&nbsp;Lalani,&nbsp;Mohammed S.&nbsp;Abusamaan,&nbsp;et al<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">JAMA Published Online:&nbsp;October&nbsp;27,&nbsp;2025<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">doi: 10.1001\/jama.2025.19563<\/h3>\n\n\n\n<p>Key Points<\/p>\n\n\n\n<p><strong>Question<\/strong>&nbsp;&nbsp;How does referral to a lifestyle intervention exclusively driven by artificial intelligence (AI) compare with referral to a human coach\u2013led Diabetes Prevention Program (DPP) lifestyle intervention?<\/p>\n\n\n\n<p><strong>Findings<\/strong>&nbsp;&nbsp;In this randomized clinical trial involving 368 adults with overweight or obesity and prediabetes, 31.7% of participants randomized to referral to an AI-led DPP and 31.9% of participants randomized to referral to a human-led DPP group achieved the primary composite outcome (5% weight loss, 4% weight loss plus 150 minutes of physical activity per week, or an absolute hemoglobin A<sub>1c<\/sub>&nbsp;reduction of \u22650.2 percentage points with hemoglobin A<sub>1c<\/sub>&nbsp;maintained at &lt;6.5% throughout the study duration) at 12 months, a difference that met the prespecified noninferiority criterion of 15%.<\/p>\n\n\n\n<p><strong>Meaning<\/strong>&nbsp;&nbsp;Among adults with prediabetes and overweight or obesity, a fully automated AI-led DPP may be a viable alternative to a DPP led by human coaches.<a><\/a><\/p>\n\n\n\n<p>Abstract<\/p>\n\n\n\n<p><strong>Importance<\/strong>&nbsp;&nbsp;Prediabetes is common, yet evidence-based lifestyle interventions are underutilized.<\/p>\n\n\n\n<p><strong>Objective<\/strong>&nbsp;&nbsp;To determine whether referral to an exclusively artificial intelligence (AI)\u2013led lifestyle intervention based on the Diabetes Prevention Program (DPP) is noninferior to referral to a human-led DPP in achieving recommended thresholds for weight loss, hemoglobin A<sub>1c<\/sub>&nbsp;(HbA<sub>1c<\/sub>) reduction, and weekly physical activity among adults with prediabetes and overweight or obesity.<\/p>\n\n\n\n<p><strong>Design, Setting, and Participants<\/strong>&nbsp;&nbsp;This phase 3, parallel-group, pragmatic, noninferiority randomized clinical trial was conducted from October 11, 2021, to December 16, 2024 (last follow-up) at 2 US clinical sites in Baltimore, Maryland, and Reading, Pennsylvania. Adults 18 years or older with prediabetes and overweight or obesity were enrolled.<\/p>\n\n\n\n<p><strong>Interventions<\/strong>&nbsp;&nbsp;Participants were randomized in a 1:1 ratio to receive either a referral to an AI-powered DPP lifestyle intervention delivered via a mobile app and Bluetooth-enabled digital scale or a referral to a human coach\u2013led DPP lifestyle intervention delivered remotely. Both interventions were delivered independently of the study team over a 12-month period.<\/p>\n\n\n\n<p><strong>Main Outcomes and Measures<\/strong>&nbsp;&nbsp;The primary outcome was a composite of maintaining an HbA<sub>1c<\/sub>&nbsp;less than 6.5% throughout the study and achievement of at least 5% weight loss, at least 4% weight loss plus at least 150 minutes of weekly physical activity (assessed with actigraphy), or an absolute reduction in HbA<sub>1c<\/sub>&nbsp;of at least 0.2 percentage points at 12 months. Noninferiority of referral to the AI-led DPP compared with referral to the human-led DPP was prespecified to be determined if the 1-sided 95% CI lower boundary of the risk difference did not cross \u221215%.<\/p>\n\n\n\n<p><strong>Results<\/strong>\u00a0\u00a0A total of 368 participants were included (median [IQR] age, 58 [50-65] years; 71% were female, 27% were Black, 6% were Hispanic, and 61% were White; median [IQR] BMI, 32.3 [28.5-37.1]). After referral, 171 of 183 participants (93.4%) initiated the AI-led DPP and 153 of 185 (82.7%) initiated the human-led DPP. The primary outcome was achieved by 58 of 183 participants (31.7%) in the AI-led DPP group and 59 of 185 (31.9%) in the human-led DPP group (risk difference, \u22120.2% [1-sided 95% CI, \u22128.2%]), meeting the criterion for noninferiority. Findings were consistent across individual components of the composite end point and in sensitivity analyses.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/cdn.jamanetwork.com\/ama\/content_public\/journal\/jama\/939750\/joi250084va_1765403089.80856.png?Expires=1773103477&amp;Signature=hu08ODhK9n5RDx0UWuryloDAxXSun3Uhe6b74AA-LJKIsR~mpCZshzbheM-HoS0-hLab4~hEjh~PAbPUVQa9QTp9fVSyY5Wx4cI3J9iV2jluJw6LbHfnFkKZM~Cr1re28dMW0FovCefc13RJi4-QAkJ1egXmqugbpEk5QmaVtdvdjBQ2RpUDeEc4Df3E-BTBr5NaEY0eN7zV1koUNRm0PKzhA2Y8DzoB1vxOctan7B0f9YpPoaHq0oNMqERUduQYbeF1nLr0gcKLgxbbPcvvEi~9CTk~mQyKoguWkO3aOsEKcY0z5HByoPga6e8UlpV0uGVgRyx4D1uIZmJGMfS2PQ__&amp;Key-Pair-Id=APKAIE5G5CRDK6RD3PGA\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/cdn.jamanetwork.com\/ama\/content_public\/journal\/jama\/939750\/joi250084f1_1765403089.90863.png?Expires=1773103477&amp;Signature=bRuQRnXrU~qlT7qttzNSrCK4TcG9XFL06LKbxFbH5WhbLu2qP4V25PjmgsBjDV4h0P9mmq0vysl5jPwGQzRTGAhfvcYdnW4-KLqijzRXcWeY0vzHtXEc7UQG1muL~ORXCurhhE47BstMzASWFudUAoVe~LzDoyjIRUu6i1PPe0R3DXCF2rmLrLhERjSBJ2KkgF7vfG0gP73xD1hnRo6HhBMGucr8bmRbIsEt2nP6fseiA~6uAaicsljk4bYrbBGYmS1dAuVj~6Y205CjPY-Gf-zSrIK9Y6028f~rVeTF23CwajRYZsRzYXcO4CFVR5SrEeukliDUm29CSNTRW3zKEg__&amp;Key-Pair-Id=APKAIE5G5CRDK6RD3PGA\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/cdn.jamanetwork.com\/ama\/content_public\/journal\/jama\/939750\/joi250084f2_1765403089.92863.png?Expires=1773103477&amp;Signature=xX7U1qVltkpdH5vj6i-~AGX0kIAM7VRX-t~7qqrO1ZQ4Aw1K3lXyR-GOMwVZQMVzSdqW5dsmtLHdZMBxs01md9pVgENy1Uwcqlje9ju1aKKjrURmQoJF-Wl0vNVUIONGP4aCOZby2FPDMRNGfDKlyvKPNOfHveLUa82DDj2VdW0kOQfQdk-1oKpiCWppgQu0vdiCAMn7Z1NNeYzy6LIjNxQS-kNWMDxVk1CEj726YdP~01oY6W2Bc3QAVKmRl1eU8O~mYYgjbAsNtTLvrI558tLZqdJZBRdt-Yid4ndVh-UftEIq8JSdivKV1eUkiNvHyaguRtlEjjFMf~W9M7XQzw__&amp;Key-Pair-Id=APKAIE5G5CRDK6RD3PGA\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/cdn.jamanetwork.com\/ama\/content_public\/journal\/jama\/939750\/joi250084f3_1765403089.94363.png?Expires=1773103477&amp;Signature=IQ6hqEMJyxoN7dwzybL23oxA03RiOnbKAUQ2l-YGVyP7CYNlWl7Xlc-zI5NaygTu3rCjoHVn-VvARml-dNdQISI5Ph96yRKNnxDLaOvBkvuOX8IfhOCgi5tqldfiJpJTzDbFpqm-pS0pztDnbF9Wmu6w~v7Mw2WUoYHnYCtksibSIJVRO9p~gdI-gZOYzlN4WVuXBpOWG8nZDSGCMwytZZAkdGigt5GkKYObRiXhfpLmRJXvdRGm~7QVMSxPotCrIWdgD0Bg7mLzrVuAKNhCldBfKkau0Mp3zwV~xwL3D2L-9Ql~vYt1bGBfCyWP3EQ7buwya6xaZKhBPul2hJMmeA__&amp;Key-Pair-Id=APKAIE5G5CRDK6RD3PGA\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/cdn.jamanetwork.com\/ama\/content_public\/journal\/jama\/939750\/joi250084f4_1765403089.94864.png?Expires=1773103477&amp;Signature=KsKPG-PQvIxvAY-sTyQt0VnuUv125QMqoUJJsQcy7Jby52t3~UNp2PdToCezaaq7pCgUuST-ncmM4~ixNLgMlj7pV04a3gjpgpm4~VboaEZjut7vBTdjI39dQW-S1RppzWI4irG9zXuV7CoigjNpAQVN3OTnE~XtZkiYwlKKgT9Q9n40SjVAhaQ7cONoxfyvjSUAays5krVP558FfDb6OGZmDgtIAs4Zxe3plCN8pwHKDvYHRMu6SRFuPcPff53TBqyZE8OxKfogJpOQ6aJNrIwmDhKveM3BvHC9qjlLnmjV4~TZoJfa05VcIecCh1Zr2L8XsvI1O-knRysH-nSYtw__&amp;Key-Pair-Id=APKAIE5G5CRDK6RD3PGA\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/cdn.jamanetwork.com\/ama\/content_public\/journal\/jama\/939750\/joi250084t1_1765403089.91863.png?Expires=1773103477&amp;Signature=MhKoj8aLh6aCYqQ~kAyP64OSzxxsrZEWkARMbYDjtFpfI6NqdH5oMDsG4ix1wIMkC36hUjAmbJGbU-sl9VOobfEc1BwZxEWQ4oPfx3NDo5gy~vWBJsqE1F-Vy8hfE9hF3NdknPYf1sHjZT2lz0xxzHGu2fGdNK4GNVC8NKcBLcR0e9lwJl5GULE7xAXsC94dGpsbYH6JhQlA3P36SBAUzhIJ4E9mHD8~DILh8P27nGWZQQ6URNf3w6x8VUbys250GiMQRd1C2OACr-zknnZziy8GVAZEDO4eQMoZeGmTtqK4oH0kq-u1JIvI4gKyiN2EgjvgoQDD4qY42q0-UlHnGg__&amp;Key-Pair-Id=APKAIE5G5CRDK6RD3PGA\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>Conclusions and Relevance<\/strong>&nbsp;&nbsp;Among adults with prediabetes and overweight or obesity, referral to a fully automated AI-led DPP was noninferior to referral to a human-led DPP in achieving a composite outcome based on weight reduction, physical activity, and HbA<sub>1c<\/sub>.<\/p>\n\n\n\n<p><strong>Trial Registration<\/strong>&nbsp;&nbsp;ClinicalTrials.gov Identifier:&nbsp;<a href=\"https:\/\/clinicaltrials.gov\/study\/NCT05056376\">NCT05056376<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Original Investigation&nbsp; 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