{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,17]],"date-time":"2026-09-17T06:03:46Z","timestamp":1789625026428,"version":"build-2803163510"},"reference-count":29,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,9,17]],"date-time":"2026-09-17T00:00:00Z","timestamp":1789603200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Public Health"],"abstract":"<jats:sec>\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>To investigate the effects of an AI-assisted, individualized exercise management model on body composition, physical fitness, and postural stability in children with obesity, providing a feasibility foundation for subsequent randomized controlled trials.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>A single-group, pre-post pilot study was conducted. Nineteen children with simple obesity (7 girls, 12 boys; mean age 10.11\u202f\u00b1\u202f2.0\u202fyears) from West China Second Hospital (July\u2013September 2024) completed a 12-week exercise intervention. The AI system generated individualized FITT-VP prescriptions based on baseline assessments and dynamically adjusted them via training feedback, with on-site coach implementation. Outcomes were measured pre- and post-intervention.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      All 19 children completed the intervention with no adverse events. Primary outcomes: BMI decreased from 25.29\u202f\u00b1\u202f3.56 to 23.64\u202f\u00b1\u202f3.60\u202fkg\/m\n                      <jats:sup>2<\/jats:sup>\n                      (\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.001,\n                      <jats:italic>d<\/jats:italic>\n                      \u202f=\u202f0.46), and body fat mass from 21.06\u202f\u00b1\u202f6.70 to 17.94\u202f\u00b1\u202f6.69\u202fkg (\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.001,\n                      <jats:italic>d<\/jats:italic>\n                      \u202f=\u202f0.47). Secondary outcomes: waist circumference (\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.01,\n                      <jats:italic>d<\/jats:italic>\n                      \u202f=\u202f0.31), grip strength (\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.01,\n                      <jats:italic>d<\/jats:italic>\n                      \u202f=\u202f0.54), 1-min jump rope (\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.01,\n                      <jats:italic>d<\/jats:italic>\n                      \u202f=\u202f1.15), 1-min sit-ups (\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.05,\n                      <jats:italic>d<\/jats:italic>\n                      \u202f=\u202f1.00), and sit-and-reach (\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.05,\n                      <jats:italic>d<\/jats:italic>\n                      \u202f=\u202f0.67) all improved significantly. In the eight-directional postural control assessment, endpoint excursion and maximum excursion exhibited improvement trends in all directions, and reaction time was significantly reduced in four directions (\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.05). In the Sensory Organization Test, the mean balance percentages for SOT-4 and SOT-5 significantly increased (\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.01,\n                      <jats:italic>d<\/jats:italic>\n                      \u202f=\u202f1.05 and\n                      <jats:italic>d<\/jats:italic>\n                      \u202f=\u202f0.58, respectively), and the composite balance score increased by 24.15% (\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.001,\n                      <jats:italic>d<\/jats:italic>\n                      \u202f=\u202f1.28). The visual ratio significantly increased by 19.5% (\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.05,\n                      <jats:italic>d<\/jats:italic>\n                      \u202f=\u202f0.80), whereas the vestibular ratio increased by 15.3%, approaching but not reaching statistical significance (\n                      <jats:italic>p<\/jats:italic>\n                      \u202f=\u202f0.054,\n                      <jats:italic>d<\/jats:italic>\n                      \u202f=\u202f0.43).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>The AI-assisted, deficit-oriented exercise intervention demonstrated good feasibility and safety in this cohort of children with obesity. The observed improvements in body composition, motor function, and postural control indicators provide a feasibility basis for subsequent confirmatory trials on precision exercise management for childhood obesity.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.3389\/fpubh.2026.1886988","type":"journal-article","created":{"date-parts":[[2026,9,17]],"date-time":"2026-09-17T05:32:27Z","timestamp":1789623147000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Improvements in body composition and postural control in children with obesity following an AI-assisted, deficit-oriented exercise intervention"],"prefix":"10.3389","volume":"14","author":[{"given":"Lixin","family":"Cao","sequence":"first","affiliation":[{"name":"School of Sport Medicine and Health, Chengdu Sport University","place":["Jianyang, Sichuan Province, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xingxing","family":"Cheng","sequence":"additional","affiliation":[{"name":"School of Sport Medicine and Health, Chengdu Sport University","place":["Jianyang, Sichuan Province, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Changqing","family":"Deng","sequence":"additional","affiliation":[{"name":"School of Sport Medicine and Health, Chengdu Sport University","place":["Jianyang, Sichuan Province, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuexin","family":"Ren","sequence":"additional","affiliation":[{"name":"School of Sport Medicine and Health, Chengdu Sport University","place":["Jianyang, Sichuan Province, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shunjiu","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Sport Medicine and Health, Chengdu Sport University","place":["Jianyang, Sichuan Province, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lunyu","family":"Li","sequence":"additional","affiliation":[{"name":"School of Sport Medicine and Health, Chengdu Sport University","place":["Jianyang, Sichuan Province, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2026,9,17]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1056\/NEJMoa1614362","article-title":"Health effects of overweight and obesity in 195 countries over 25 years","volume":"377","author":"Afshin","year":"2017","journal-title":"N Engl J Med"},{"key":"ref2","first-page":"148","volume-title":"The Report on Chinese Resident's Chronic Diseases and Nutrition","year":"2020"},{"key":"ref3","doi-asserted-by":"publisher","first-page":"804","DOI":"10.1038\/nm.4350","article-title":"Insulin action and resistance in obesity and type 2 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