Community Elderly Preventive Healthcare Model under the Aging Trend toward Uncertain Demand

Community Elderly Preventive Healthcare Model under the Aging Trend toward Uncertain Demand | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Article Community Elderly Preventive Healthcare Model under the Aging Trend toward Uncertain Demand Jing Jing, Hanyue Li, Ke Li, Chang Zhang, Nuofan He This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-7480728/v1 This work is licensed under a CC BY 4.0 License Status: Under Revision Version 1 posted 12 You are reading this latest preprint version Abstract Aiming at the problems of insufficient service level and unreasonable resource allocation in the current community elderly preventive healthcare service, this study designs a community preventive healthcare service network model based on community elderly demand uncertainty. The linearized model is constructed by transforming the non-linear problem into a linear form for processing. This process realizes the scientific optimization of service site capacity allocation. Further, the NSGA-II is utilized to solve the optimal computation problem in the model, so as to shorten the waiting time of the service demanders and reduce the operation cost. The results showed that the preventive healthcare service station optimization solution fluctuated within the 0.95-1.00 average service level range under the community service configuration condition with a determined service site selection plan, at a service rate of 10, and with different population growth rates within 30 days. This solution met the site optimization needs and was the least costly among all the models compared. The model proposed by this study significantly improves the convergence speed and solution set quality of multi-objective solving, providing scientific basis for resource allocation of community elderly health services and helping public health related units make more informed decisions. Physical sciences/Engineering Health sciences/Health care Physical sciences/Mathematics and computing Community elderly NSGA Demand uncertain Healthcare services Network model Full Text Additional Declarations No competing interests reported. Cite Share Download PDF Status: Under Revision Version 1 posted Editorial decision: Revision requested 30 Apr, 2026 Reviews received at journal 22 Jan, 2026 Reviews received at journal 14 Jan, 2026 Reviewers agreed at journal 10 Jan, 2026 Reviewers agreed at journal 09 Jan, 2026 Reviewers agreed at journal 08 Jan, 2026 Reviewers agreed at journal 08 Jan, 2026 Reviewers invited by journal 08 Jan, 2026 Editor assigned by journal 06 Jan, 2026 Editor invited by journal 18 Sep, 2025 Submission checks completed at journal 12 Sep, 2025 First submitted to journal 12 Sep, 2025 You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-7480728","acceptedTermsAndConditions":true,"allowDirectSubmit":false,"archivedVersions":[],"articleType":"Article","associatedPublications":[],"authors":[{"id":572475693,"identity":"f6a3c647-46f6-4022-b6ff-d3a03dfb4560","order_by":0,"name":"Jing 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The linearized model is constructed by transforming the non-linear problem into a linear form for processing. This process realizes the scientific optimization of service site capacity allocation. Further, the NSGA-II is utilized to solve the optimal computation problem in the model, so as to shorten the waiting time of the service demanders and reduce the operation cost. The results showed that the preventive healthcare service station optimization solution fluctuated within the 0.95-1.00 average service level range under the community service configuration condition with a determined service site selection plan, at a service rate of 10, and with different population growth rates within 30 days. This solution met the site optimization needs and was the least costly among all the models compared. 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