SCH: INT: Personalized Proactive Diabetes Self-Management and Social Networking for American Indians

SCH：INT：美国印第安人的个性化主动糖尿病自我管理和社交网络

• 批准号: 1722913
• 负责人: Juan Li
• 金额: $ 98.81万
• 依托单位: North Dakota State University Fargo
• 依托单位国家: 美国
• 项目类别: Standard Grant
• 财政年份: 2017
• 资助国家: 美国
• 起止时间: 2017-09-01 至 2023-08-31
• 项目状态: 已结题
• 来源: https://www.nsf.gov/awardsearch/showAward?AWD_ID=1722913&HistoricalAwards=false
• 关键词: SCH; INT; Personalized; Proactive; Diabetes

The epidemic of diabetes in American Indian (AI) communities is a serious public health challenge. As daily diabetes care is primarily handled by the patients and their families, the effectiveness of diabetes control is largely impacted by self-care strategies and behaviors. This project proposes a proactive diabetes self-care mobile platform based on the unique socio-economic, cultural, and geographical status of AI patients living in a reservation community in the upper Midwest. The mobile platform connects AI diabetic patients to their medical devices, healthcare team and similar patients, and offers personalized prediction, recommendation, and social networking regarding diabetes care. It transforms diabetes management from the traditional reactive and hospital-centered care to preventive, proactive, evidence-based, and person-centered care. This project will also provide valuable research opportunities for both graduate and undergraduate students, especially from underrepresented populations.The goal of the project is to develop an integrated, accessible, cost-effective solution for improved diabetes self-management and social networking for AI patients. Considering the quasi-ubiquitous use of cellphones in most AI communities, a cellphone-based platform is proposed to provide smart and personalized service. A biocultural ontology is developed to model the unique characteristics of AI patients. Based on a user's ontological profile, through ontology-based reasoning and machine learning approaches, personalized prediction and recommendation are delivered to the AI patient. Semantics-based social matching is applied as a technical and intellectual framework for connecting AI patients with similarities to form online peer support communities. Personalized self-managed trust and privacy mechanisms are developed to establish secure user relationships. To improve system usability, a multimodal interface is implemented to deliver information with appropriate input and output modalities to a user based on the user's physical and social context.

美洲印第安人（AI）社区的糖尿病流行是一项严重的公共卫生挑战。由于每日糖尿病护理主要由患者及其家人处理，因此糖尿病控制的有效性在很大程度上受到自我保健策略和行为的影响。该项目提出了一个积极主动的糖尿病自我护理移动平台，该平台基于居住在中西部上层预订社区中的AI患者的独特社会经济，文化和地理位置。移动平台将AI糖尿病患者连接到其医疗设备，医疗团队和类似患者，并提供有关糖尿病护理的个性化预测，建议和社交网络。它将糖尿病管理从传统的反应性和以医院为中心的护理转变为预防，积极性，基于证据和以人为本的护理。该项目还将为研究生和本科生提供宝贵的研究机会，尤其是来自代表性不足的人群。该项目的目的是为改善AI患者的糖尿病自我管理和社交网络开发一种综合，可访问，具有成本效益的解决方案。考虑到大多数AI社区中的准则使用手机，提出了一个基于手机的平台来提供智能和个性化的服务。开发了生物文化本体，以模拟AI患者的独特特征。基于用户的本体论点，通过基于本体的推理和机器学习方法，将个性化的预测和建议交付给AI患者。基于语义的社交匹配是一种技术和智力框架，用于连接具有相似之处的AI患者以形成在线同伴支持社区。开发了个性化的自我管理信任和隐私机制来建立安全的用户关系。为了提高系统可用性，实现了多模式接口，以根据用户的物理和社交环境向用户提供适当的输入和输出方式的信息。

项目成果

A Blockchain-Based Personal Health Knowledge Graph for Secure Integrated Health Data Management

• DOI: 10.1109/iscc58397.2023.10218032
• 发表时间: 2023-07
• 期刊: 2023 IEEE Symposium on Computers and Communications (ISCC)
• 作者: Juan Li;Vikram Pandey;Rasha Hendawi

Evaluation and Evolution of NAOnto – An Ontology for Personalized Diabetes Management for Native Americans

• DOI: 10.1109/iccc54389.2021.9674339
• 发表时间: 2021-12
• 期刊: 2021 7th International Conference on Computer and Communications (ICCC)
• 作者: Vikram Pandey;Juan Li;Shadi Alian

Personalized Meal Planning for Diabetic Patients Using a Multi-Criteria Decision- Making Approach

使用多标准决策方法为糖尿病患者制定个性化膳食计划

• DOI: 10.1109/healthcom46333.2019.9009593
• 发表时间: 2019
• 期刊: Application & Services (HealthCom
• 作者: Zadeh, Maryam Sadat;Li, Juan;Alian, Shadi
• 通讯作者: Alian, Shadi

A Personalized Recommendation System to Support Diabetes Self-Management for American Indians

• DOI: 10.1109/access.2018.2882138
• 发表时间: 2018-01-01
• 期刊: IEEE ACCESS
• 影响因子: 3.9
• 作者: Alian, Shadi;Li, Juan;Pandey, Vikram
• 通讯作者: Pandey, Vikram

ADDietCoach: A Personalized Virtual Diet Coach for Alzheimer's Disease

ADDietCoach：阿尔茨海默病的个性化虚拟饮食教练

• DOI: 10.4018/ijehmc.20211101.oa6
• 发表时间: 2021
• 期刊: International Journal of E-Health and Medical Communications
• 影响因子: 1.2
• 作者: Hendawi, Rasha;Li, Juan;Alian, Shadi
• 通讯作者: Alian, Shadi