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Diabetes Medical Group Visits and Type 2 Diabetes Outcomes: Mediation Analysis of Diabetes Distress.
Q2 Medicine Pub Date : 2025-02-06 DOI: 10.2196/57526
Matthew Reichert, Barbara A De La Cruz, Paula Gardiner, Suzanne Mitchell

Background: Group-based diabetes care, both technology-enabled and in-person, can improve diabetes outcomes in low-income minority women, but the mechanism remains unclear.

Objective: We tested whether diabetes group medical visits (GMVs) reduced hemoglobin A1c (HbA1c) by mitigating diabetes distress (DD), an emotional response affecting nearly half of adults with type 2 diabetes in community settings.

Methods: We conducted a mediation and moderation analysis of data from the Women in Control 2.0 comparative effectiveness study, which showed that both technology-enabled and in-person diabetes GMVs improve HbA1c. We tested whether DD mediated the relationship between diabetes GMV engagement and reductions in HbA1c. We also tested whether this relationship was moderated by depressive symptoms and social support. Participants were 309 low-income and minority women. Diabetes GMV engagement was measured using the Group Climate Questionnaire. The mediator, DD, was measured using the Diabetes Distress Screening Scale. The outcome was the 6-month change in HbA1c. Social support was measured using the Medical Outcomes Study Social Support Survey.

Results: DD mediated the relationship between engagement and 6-month HbA1c. Specifically, group engagement affected HbA1c by reducing distress associated with the regimen of diabetes self-management (P=.04), and possibly the emotional burden of diabetes (P=.09). The relationship between engagement and 6-month HbA1c was moderated by depressive symptoms (P=.02), and possibly social support (P=.08).

Conclusions: Engagement in diabetes GMVs improved HbA1c because it helped reduce diabetes-related distress, especially related to the regimen of diabetes management and possibly related to its emotional burden, and especially for women without depressive symptoms and possibly for women who lacked social support.

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引用次数: 0
Enhancing Health Equity and Patient Engagement in Diabetes Care: Technology-Aided Continuous Glucose Monitoring Pilot Implementation Project.
Q2 Medicine Pub Date : 2025-02-05 DOI: 10.2196/68324
Madhur Thakur, Eric W Maurer, Kim Ngan Tran, Anthony Tholkes, Sripriya Rajamani, Roli Dwivedi

Federally Qualified Health Centers (FQHCs) provide service to medically underserved areas and communities, providing care to over 32 million patients annually. The burden of diabetes is increasing, but often, the vulnerable communities served by FQHCs lag in the management of the disease due to limited resources and related social determinants of health. With the increasing adoption of technologies in health care delivery, digital tools for continuous glucose monitoring (CGM) are being used to improve disease management and increase patient engagement. In this viewpoint, we share insights on the implementation of a CGM program at an FQHC, the Community-University Health Care Center (CUHCC) in Minneapolis, Minnesota. Our intent is to improve diabetes management through better monitoring of glucose and to ensure that the CGM program enables our organization's overarching digital strategy. Given the resource limitations of our population, we provided Libre Pro devices to uninsured patients through grants to improve health care equity. We used an interdisciplinary approach involving pharmacists, nurses, and clinicians and used hemoglobin A1c (HbA1c) levels as a measure of diabetes management. We assessed the CGM program and noted key aspects to guide future implementation and scalability. We recruited 148 participants with a mean age of 54 years; 39.8% (59/148) self-identified their race as non-White, 9.5% (14/148) self-identified their ethnicity as Hispanic or Latino, and one-third (53/148, 35.8%) were uninsured. Participants had diverse language preferences, with Spanish (54/148, 36.5%), English (52/148, 35.1%), Somali (21/148, 14.2%), and other languages (21/148, 14.2%). Their clinical characteristics included an average BMI of 29.91 kg/m2 and a mean baseline HbA1c level of 9.73%. Results indicate that the CGM program reduced HbA1c levels significantly from baseline to first follow-up (P<.001) and second follow-up (P<.001), but no significant difference between the first and second follow-up (P=.94). We share key lessons learned on cultural and language barriers, the digital divide, technical issues, and interoperability needs. These key lessons are generalizable for improving implementation at FQHCs and refining digital strategies for future scalability.

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引用次数: 0
Exploring the Needs and Preferences of Users and Parents to Design a Mobile App to Deliver Mental Health Peer Support to Adolescents With Type 1 Diabetes: Qualitative Study. 探索用户和家长的需求和偏好,设计一款为青少年1型糖尿病患者提供心理健康同伴支持的移动应用程序:定性研究
Q2 Medicine Pub Date : 2025-01-20 DOI: 10.2196/64267
Titilola I Yakubu, Poonamdeep Jhajj, Samantha Pawer, Nicholas C West, Shazhan Amed, Tricia S Tang, Matthias Görges

Background: Beyond physical health, managing type 1 diabetes (T1D) also encompasses a psychological component, including diabetes distress, that is, the worries, fears, and frustrations associated with meeting self-care demands over the lifetime. While digital health solutions have been increasingly used to address emotional health in diabetes, these technologies may not uniformly meet the unique concerns and technological savvy across all age groups.

Objective: This study aimed to explore the mental health needs of adolescents with T1D, determine their preferred modalities for app-based mental health support, and identify desirable design features for peer-delivered mental health support modeled on an app designed for adults with T1D.

Methods: A semistructured qualitative focus group study was conducted with adolescents with T1D and parents of adolescents with T1D. Data were collected through pre-focus group surveys, including sociodemographic background, diabetes status, health care experiences, and focus group sessions, including their opinions on peer support and technology. A thematic analysis following an inductive and iterative process was performed to develop themes and subthemes from the collected information.

Results: Focus group participants included 10 adolescents (mean 16, SD 1 years; 8/10, 80% female; who had been living with diabetes for an average of 9, SD 5 years) and 10 parents (mean age 51, SD 7 years; 9/10, 90% female). Four core themes emerged: (1) experience: navigating adolescence with T1D, (2) empowerment: support systems that enabled better management of their T1D, (3) obstacles: societal barriers that affect adolescents' T1D management, and (4) innovation: adolescent-driven preferences for digital peer support platforms.

Conclusions: App-based peer support offers a promising avenue for addressing the mental health needs of adolescents with T1D. Understanding the unique support needs of these adolescents and using this information to suggest design considerations for a mental health peer support app is an important step toward addressing their complex emotional and social challenges.

背景:除了身体健康,1型糖尿病(T1D)的管理还包括心理因素,包括糖尿病困扰,即一生中与满足自我保健需求相关的担忧、恐惧和挫折。虽然数字健康解决方案已越来越多地用于解决糖尿病患者的情绪健康问题,但这些技术可能无法统一地满足所有年龄组的独特关注和技术知识。目的:本研究旨在探讨青少年T1D的心理健康需求,确定他们对基于应用程序的心理健康支持的偏好模式,并确定基于成人T1D应用程序的同伴传递心理健康支持的理想设计特征。方法:采用半结构化定性焦点小组研究方法,对青少年T1D患者及其家长进行研究。通过焦点小组前调查收集数据,包括社会人口背景、糖尿病状况、医疗保健经历和焦点小组会议,包括他们对同伴支持和技术的看法。在归纳和迭代过程之后进行了主题分析,以便从收集到的信息中发展主题和次级主题。结果:焦点组参与者包括10名青少年(平均16岁,SD 1岁;8/10, 80%为女性;平均患有糖尿病9年,SD 5年)和10名父母(平均年龄51岁,SD 7年;9/10, 90%为女性)。四个核心主题出现了:(1)经验:引导青少年与T1D,(2)授权:支持系统,使他们能够更好地管理他们的T1D,(3)障碍:影响青少年T1D管理的社会障碍,以及(4)创新:青少年对数字同伴支持平台的偏好。结论:基于app的同伴支持为解决青少年T1D患者的心理健康需求提供了一条有前景的途径。了解这些青少年独特的支持需求,并利用这些信息为心理健康同伴支持应用程序的设计提供建议,是解决他们复杂的情感和社会挑战的重要一步。
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引用次数: 0
"Now I can see it works!" Perspectives on Using a Nutrition-Focused Approach When Initiating Continuous Glucose Monitoring in People with Type 2 Diabetes: Qualitative Interview Study. “现在我看到它起作用了!”在2型糖尿病患者开始持续血糖监测时,采用以营养为重点的方法的观点:定性访谈研究。
Q2 Medicine Pub Date : 2025-01-10 DOI: 10.2196/67636
Holly J Willis, Maren S G Henderson, Laura J Zibley, Meghan M JaKa
<p><strong>Background: </strong>Food choices play a significant role in achieving glycemic goals and optimizing overall health for people with type 2 diabetes (T2D). Continuous glucose monitoring (CGM) can provide a comprehensive look at the impact of foods and other behaviors on glucose in real time and over the course of time. The impact of using a nutrition-focused approach (NFA) when initiating CGM in people with T2D is unknown.</p><p><strong>Objective: </strong>This study aims to understand the perspectives and behaviors of people with T2D who participated in an NFA during CGM initiation.</p><p><strong>Methods: </strong>Semistructured qualitative interviews were conducted with UNITE (Using Nutrition to Improve Time in Range) study participants. UNITE was a 2-session intervention designed to introduce and initiate CGM using an NFA in people with T2D who do not use insulin. The intervention included CGM initiation materials that emphasized the continuous glucose monitor as a tool to guide evidence-based food choices. The materials were designed to support conversation between the CGM user and diabetes care provider conducting the sessions. A rapid matrix analysis approach was designed to answer two main questions: (1) How do people who participate in an NFA during CGM initiation describe this experience? and (2) How do people who participate in an NFA during CGM initiation use CGM data to make food-related decisions, and what food-related changes do they make?</p><p><strong>Results: </strong>Overall, 15 people completed interviews after completion of the UNITE study intervention: 87% (n=13) identified as White, 60% (n=9) identified as male, mean age of 64 (SD 7.4) years, mean T2D duration of 7.5 (SD 3.8) years, and mean hemoglobin A<sub>1c</sub> level of 7.5% (SD 0.4%). Participants fluently discussed glycemic metrics such as time in range (percent time with glucose 70-180 mg/dL) and reported regularly using real-time and retrospective CGM data. Participants liked the simplicity of the intervention materials (eg, images and messaging), which demonstrated how to use CGM data to learn the glycemic impact of food choices and suggested how to adjust food choices for improved glycemia. Participants reported that CGM data impacted how they thought about food, and most participants made changes because of seeing these data. Many of the reported changes aligned with evidence-based guidance for a healthy lifestyle, including prioritizing nonstarchy vegetables, reducing foods with added sugar, or walking more; however, some people reported behavior changes, such as skipping or delaying meals to stay in the target glucose range. A few participants reported that the CGM amplified negative feelings about food or eating.</p><p><strong>Conclusions: </strong>Participants agreed that pairing nutrition information with CGM initiation instructions was helpful for their diabetes care. In general, the NFA during CGM initiation was well received and led to positive
背景:食物选择在2型糖尿病(T2D)患者实现血糖目标和优化整体健康方面起着重要作用。连续血糖监测(CGM)可以实时、长时间地全面观察食物和其他行为对血糖的影响。在t2dm患者中启动CGM时,采用以营养为重点的方法(NFA)的影响尚不清楚。目的:本研究旨在了解在CGM启动过程中参与NFA的T2D患者的观点和行为。方法:对UNITE(使用营养来改善时间范围)研究参与者进行半结构化定性访谈。UNITE是一项为期2期的干预,旨在对不使用胰岛素的t2dm患者使用NFA引入和启动CGM。干预包括CGM启动材料,强调连续血糖监测仪作为指导循证食物选择的工具。这些材料旨在支持CGM使用者和糖尿病护理提供者之间的对话。设计了一个快速矩阵分析方法来回答两个主要问题:(1)在CGM启动期间参加NFA的人如何描述这种经历?(2)在CGM启动过程中,参与NFA的人如何利用CGM数据做出与食品相关的决策,以及他们做出了哪些与食品相关的改变?结果:总体而言,15人在完成UNITE研究干预后完成了访谈:87% (n=13)确定为白人,60% (n=9)确定为男性,平均年龄64岁(SD 7.4)岁,平均T2D持续时间7.5 (SD 3.8)年,平均血红蛋白A1c水平为7.5% (SD 0.4%)。参与者流利地讨论血糖指标,如在范围内的时间(葡萄糖在70-180 mg/dL的时间百分比),并定期报告实时和回顾性CGM数据。参与者喜欢干预材料的简单性(例如,图像和信息),它展示了如何使用CGM数据来了解食物选择对血糖的影响,并建议如何调整食物选择以改善血糖。参与者报告说,CGM数据影响了他们对食物的看法,大多数参与者因为看到这些数据而做出了改变。许多报告的变化与健康生活方式的循证指导一致,包括优先选择非淀粉类蔬菜,减少添加糖的食物,或多走路;然而,一些人报告了行为上的改变,比如不吃饭或推迟吃饭,以保持在目标血糖范围内。一些参与者报告说,CGM放大了对食物或饮食的负面情绪。结论:参与者同意将营养信息与CGM启动说明相结合有助于他们的糖尿病护理。总的来说,在转基因启动期间的NFA得到了很好的接受,并在2个月的干预期间导致了食物选择和行为的积极变化。
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引用次数: 0
Toward Personalized Digital Experiences to Promote Diabetes Self-Management: Mixed Methods Social Computing Approach. 迈向个性化数位体验以促进糖尿病自我管理:混合方法与社会计算方法。
Q2 Medicine Pub Date : 2025-01-07 DOI: 10.2196/60109
Tavleen Singh, Kirk Roberts, Kayo Fujimoto, Jing Wang, Constance Johnson, Sahiti Myneni

Background: Type 2 diabetes affects nearly 34.2 million adults and is the seventh leading cause of death in the United States. Digital health communities have emerged as avenues to provide social support to individuals engaging in diabetes self-management (DSM). The analysis of digital peer interactions and social connections can improve our understanding of the factors underlying behavior change, which can inform the development of personalized DSM interventions.

Objective: Our objective is to apply our methodology using a mixed methods approach to (1) characterize the role of context-specific social influence patterns in DSM and (2) derive interventional targets that enhance individual engagement in DSM.

Methods: Using the peer messages from the American Diabetes Association support community for DSM (n=~73,000 peer interactions from 2014 to 2021), (1) a labeled set of peer interactions was generated (n=1501 for the American Diabetes Association) through manual annotation, (2) deep learning models were used to scale the qualitative codes to the entire datasets, (3) the validated model was applied to perform a retrospective analysis, and (4) social network analysis techniques were used to portray large-scale patterns and relationships among the communication dimensions (content and context) embedded in peer interactions.

Results: The affiliation exposure model showed that exposure to community users through sharing interactive communication style speech acts had a positive association with the engagement of community users. Our results also suggest that pre-existing users with type 2 diabetes were more likely to stay engaged in the community when they expressed patient-reported outcomes and progress themes (communication content) using interactive communication style speech acts (communication context). It indicates the potential for targeted social network interventions in the form of structural changes based on the user's context and content exchanges with peers, which can exert social influence to modify user engagement behaviors.

Conclusions: In this study, we characterize the role of social influence in DSM as observed in large-scale social media datasets. Implications for multicomponent digital interventions are discussed.

背景:2型糖尿病影响了近3420万成年人,是美国第七大死因。数字健康社区已经成为为参与糖尿病自我管理(DSM)的个人提供社会支持的途径。对数字同伴互动和社会联系的分析可以提高我们对行为改变背后因素的理解,这可以为个性化DSM干预措施的发展提供信息。目标:我们的目标是使用混合方法方法应用我们的方法来(1)描述特定环境的社会影响模式在DSM中的作用,(2)得出增强个人参与DSM的干预目标。方法:利用来自美国糖尿病协会DSM支持社区的同行信息(2014年至2021年n=~73,000次同行互动),(1)通过手工注释生成了一组标记的同行互动(美国糖尿病协会n=1501),(2)使用深度学习模型将定性代码扩展到整个数据集,(3)应用验证模型进行回顾性分析。(4)利用社会网络分析技术描绘了嵌入在同伴互动中的传播维度(内容和语境)之间的大规模模式和关系。结果:隶属关系暴露模型显示,通过分享互动沟通式言语行为接触社区用户与社区用户的参与有正相关关系。我们的研究结果还表明,当2型糖尿病患者使用交互式沟通风格的言语行为(沟通语境)表达患者报告的结果和进展主题(沟通内容)时,他们更有可能留在社区中。它表明,基于用户情境和与同伴的内容交换,以结构变化的形式进行有针对性的社会网络干预的潜力,可以发挥社会影响来改变用户参与行为。结论:在本研究中,我们描述了在大规模社交媒体数据集中观察到的社会影响在DSM中的作用。讨论了多组分数字干预的含义。
{"title":"Toward Personalized Digital Experiences to Promote Diabetes Self-Management: Mixed Methods Social Computing Approach.","authors":"Tavleen Singh, Kirk Roberts, Kayo Fujimoto, Jing Wang, Constance Johnson, Sahiti Myneni","doi":"10.2196/60109","DOIUrl":"10.2196/60109","url":null,"abstract":"<p><strong>Background: </strong>Type 2 diabetes affects nearly 34.2 million adults and is the seventh leading cause of death in the United States. Digital health communities have emerged as avenues to provide social support to individuals engaging in diabetes self-management (DSM). The analysis of digital peer interactions and social connections can improve our understanding of the factors underlying behavior change, which can inform the development of personalized DSM interventions.</p><p><strong>Objective: </strong>Our objective is to apply our methodology using a mixed methods approach to (1) characterize the role of context-specific social influence patterns in DSM and (2) derive interventional targets that enhance individual engagement in DSM.</p><p><strong>Methods: </strong>Using the peer messages from the American Diabetes Association support community for DSM (n=~73,000 peer interactions from 2014 to 2021), (1) a labeled set of peer interactions was generated (n=1501 for the American Diabetes Association) through manual annotation, (2) deep learning models were used to scale the qualitative codes to the entire datasets, (3) the validated model was applied to perform a retrospective analysis, and (4) social network analysis techniques were used to portray large-scale patterns and relationships among the communication dimensions (content and context) embedded in peer interactions.</p><p><strong>Results: </strong>The affiliation exposure model showed that exposure to community users through sharing interactive communication style speech acts had a positive association with the engagement of community users. Our results also suggest that pre-existing users with type 2 diabetes were more likely to stay engaged in the community when they expressed patient-reported outcomes and progress themes (communication content) using interactive communication style speech acts (communication context). It indicates the potential for targeted social network interventions in the form of structural changes based on the user's context and content exchanges with peers, which can exert social influence to modify user engagement behaviors.</p><p><strong>Conclusions: </strong>In this study, we characterize the role of social influence in DSM as observed in large-scale social media datasets. Implications for multicomponent digital interventions are discussed.</p>","PeriodicalId":52371,"journal":{"name":"JMIR Diabetes","volume":"10 ","pages":"e60109"},"PeriodicalIF":0.0,"publicationDate":"2025-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11731698/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142958485","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring the Use of Activity Trackers to Support Physical Activity and Reduce Sedentary Behavior in Adults Diagnosed With Type 2 Diabetes: Qualitative Interview Study Using the RE-AIM Framework. 探索使用活动追踪器来支持2型糖尿病成年人的身体活动和减少久坐行为:使用RE-AIM框架的定性访谈研究
Q2 Medicine Pub Date : 2024-12-30 DOI: 10.2196/60066
William Hodgson, Alison Kirk, Marilyn Lennon, Xanne Janssen

Background: The prevalence of type 2 diabetes in adults worldwide is increasing. Low levels of physical activity and sedentary behavior are major risk factors for developing the disease. Physical activity interventions incorporating activity trackers can reduce blood glucose levels in adults diagnosed with type 2 diabetes. The My Diabetes My Way website is a support and educational platform for people diagnosed with diabetes and health care professionals. Users of the My Diabetes My Way website can upload their Fitbit (Google Inc) activity data into the system but this is not presently being analyzed and used routinely within clinical care. Developers of the My Diabetes My Way system are planning to allow different makes of activity trackers to be integrated with the platform.

Objective: This qualitative study aimed to explore (through the RE-AIM [reach, effectiveness, adoption, implementation, and maintenance] framework) views from adults diagnosed with type 2 diabetes and health care professionals on the integration of activity trackers into type 2 diabetes care.

Methods: Overall, 12 adults diagnosed with type 2 diabetes and 9 health care professionals (4 general practitioners, 1 consultant, 2 diabetes nurses, 1 practice nurse, and 1 physical activity advisor) were recruited through social media and professional contacts. Semistructured one-to-one interviews were conducted. Abductive thematic analysis was undertaken, and main themes and subthemes were identified. The RE-AIM framework was used to evaluate the themes with respect to the wider use of activity trackers and the My Diabetes My Way platform within type 2 diabetes clinical care.

Results: Overall, 6 main themes (awareness, access, cost, promotion, support, and technology and data) and 20 subthemes were identified. Evaluation using the 5 RE-AIM dimensions found that reach could be improved by raising awareness of the My Diabetes My Way platform and the ability to upload activity tracker data into the system. Effectiveness could be improved by implementing appropriate personalized measures of health benefits and providing appropriate support for patients and health care staff. Adoption could be improved by better promotion of the intervention among stakeholders and the development of joint procedures. Implementation could be improved through the development of an agreed protocol, staff training, and introducing measurements of costs. Maintenance could be improved by supporting all patients for long-term engagement and measuring improvements to patients' health.

Conclusions: Through this study, we identified how the reach, effectiveness, adoption, implementation, and maintenance of integrating activity trackers into adult type 2 diabetes care could be improved.

背景:世界范围内成人2型糖尿病的患病率正在上升。低水平的体育活动和久坐行为是患这种疾病的主要危险因素。结合活动追踪器的身体活动干预可以降低诊断为2型糖尿病的成年人的血糖水平。“我的糖尿病之路”网站是一个为糖尿病患者和医疗保健专业人员提供支持和教育的平台。“我的糖尿病我的方式”网站的用户可以将他们的Fitbit(谷歌Inc .)活动数据上传到系统中,但目前还没有在临床护理中进行分析和常规使用。“我的糖尿病我的方式”系统的开发者正计划允许不同品牌的活动追踪器与该平台集成。目的:本定性研究旨在探讨(通过RE-AIM[覆盖范围、有效性、采用、实施和维持]框架)成人2型糖尿病患者和卫生保健专业人员对将活动追踪器整合到2型糖尿病护理中的看法。方法:总体而言,通过社交媒体和专业联系招募了12名诊断为2型糖尿病的成年人和9名卫生保健专业人员(4名全科医生、1名咨询师、2名糖尿病护士、1名执业护士和1名体育活动顾问)。进行了半结构化的一对一访谈。进行了溯因性主题分析,确定了主要主题和次要主题。RE-AIM框架用于评估在2型糖尿病临床护理中更广泛使用活动追踪器和My Diabetes My Way平台的主题。结果:总体而言,确定了6个主题(意识、获取、成本、推广、支持、技术和数据)和20个副主题。使用RE-AIM的5个维度进行的评估发现,通过提高对“我的糖尿病我的方式”平台的认识,以及上传活动跟踪器数据到系统的能力,可以提高覆盖范围。可通过实施适当的个性化保健福利措施并为患者和保健工作人员提供适当支助来提高效力。通过更好地促进利益相关者之间的干预和制定联合程序,可以改善采用情况。可以通过制定商定的议定书、对工作人员进行培训和采用费用衡量办法来改进执行工作。通过支持所有患者的长期参与和衡量患者健康的改善,可以改善维持。结论:通过这项研究,我们确定了如何将活动追踪器整合到成人2型糖尿病的护理中,以提高其覆盖范围、有效性、采用、实施和维护。
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引用次数: 0
Exploring Opportunities and Challenges for the Spread, Scale-Up, and Sustainability of mHealth Apps for Self-Management of Patients With Type 2 Diabetes Mellitus in the Netherlands: Citizen Science Approach. 探索荷兰2型糖尿病患者自我管理的移动健康应用程序的传播、扩大规模和可持续性的机遇和挑战:公民科学方法。
Q2 Medicine Pub Date : 2024-12-17 DOI: 10.2196/56917
Catharina Margaretha van Leersum, Marloes Bults, Egbert Siebrand, Theodorus Johannes Josef Olthuis, Robin Enya Marije Bekhuis, Annemieke Ariënne Johanneke Konijnendijk, Marjolein Elisabeth Maria den Ouden

Background: Technologies evolve at a breakneck pace, and the success of mobile health (mHealth) for people with type 2 diabetes mellitus (T2DM) depends on whether health care professionals, care management, government regulators, and consumers will adopt the technology as a viable solution to enhance patient self-management.

Objective: In this study, we explored the challenges of the implementation of mHealth apps in care for patients with T2DM and determined to what extent these challenges complicate the dissemination, limit scale-up, and influence the sustainability of technological interventions for patients with T2DM.

Methods: The nonadoption, abandonment, and challenges to scale-up, spread, and sustainability (NASSS) framework served as the basis for our study. The 7 domains of the NASSS framework were explored with a citizen science approach using questionnaires, semistructured in-depth interviews, and focus groups together with patients with T2DM, care professionals, technology developers, policy officers, and a patient organization.

Results: Regarding the domain "condition," being aware of their condition and changing lifestyle were crucial for patients with T2DM to get to grips with their life. The rapid development of health apps for T2DM was highlighted in the domain "technology." Users should be aware of these apps and know how to use them. The domain "value proposition" included the patient perspective and elaborated on personal values, as well as care professionals who focus on personalized care and pressure on health care. Regarding the "adopters," it is crucial to know who needs to use and introduce the apps. Responsibility, a shared vision, and resistance among care professionals were mentioned as important determinants for "organization." Finally, the domain "wider system" showed the importance of involving multiple institutes, care guidelines, and reimbursements.

Conclusions: This study investigated the implementation of mHealth apps in an early stage of the implementation process. Key stakeholders were involved, who attributed to the possibilities and limitations of the implementation. It is crucial to have a clear vision from an organizational perspective and specific prerequisites for implementation strategies at micro, meso, and macro levels. Essential strategies at the national level include guidelines for regulations, privacy, and security; the integration of mHealth into T2DM care guidelines; and sufficient reimbursement by health insurers.

背景:技术以极快的速度发展,针对2型糖尿病(T2DM)患者的移动医疗(mHealth)的成功取决于医疗保健专业人员、护理管理、政府监管机构和消费者是否将该技术作为一种可行的解决方案来增强患者的自我管理。目的:在本研究中,我们探讨了在T2DM患者护理中实施移动健康应用程序的挑战,并确定了这些挑战在多大程度上使T2DM患者技术干预的传播复杂化,限制了规模扩大,并影响了可持续性。方法:不采用、放弃和挑战规模、传播和可持续性(NASSS)框架是我们研究的基础。采用公民科学的方法,通过问卷调查、半结构化深度访谈和与T2DM患者、护理专业人员、技术开发人员、政策官员和患者组织的焦点小组,对NASSS框架的7个领域进行了探索。结果:关于“状况”这个领域,了解自己的状况和改变生活方式对T2DM患者掌握自己的生活至关重要。2型糖尿病健康应用程序的快速发展在“技术”领域得到了强调。用户应该了解这些应用程序并知道如何使用它们。“价值主张”领域包括患者的观点,并详细阐述了个人价值观,以及关注个性化护理和医疗保健压力的护理专业人员。至于“采用者”,关键是要知道谁需要使用和介绍应用程序。责任、共同的愿景和护理专业人员之间的阻力被认为是“组织”的重要决定因素。最后,“更广泛的系统”显示了涉及多个机构、护理指南和报销的重要性。结论:本研究调查了移动健康应用程序在实施过程的早期阶段的实施情况。主要利益攸关方参与其中,他们认为实施的可能性和局限性。在微观、中观和宏观层面上,从组织的角度有一个清晰的愿景和具体的先决条件是至关重要的。国家一级的基本战略包括法规、隐私和安全准则;将移动医疗纳入2型糖尿病护理指南;健康保险公司提供足够的补偿。
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引用次数: 0
Personalized and Culturally Tailored Features of Mobile Apps for Gestational Diabetes Mellitus and Their Impact on Patient Self-Management: Scoping Review. 妊娠期糖尿病移动应用程序的个性化和文化定制功能及其对患者自我管理的影响:范围综述
Q2 Medicine Pub Date : 2024-12-12 DOI: 10.2196/58327
Catherine Jones, Yi Cui, Ruth Jeminiwa, Elina Bajracharya, Katie Chang, Tony Ma

Background: Gestational diabetes mellitus (GDM) is an increasingly common high-risk pregnancy condition requiring intensive daily self-management, placing the burden of care directly on the patient. Understanding personal and cultural differences among patients is critical for delivering optimal support for GDM self-management, particularly in high-risk populations. Although mobile apps for GDM self-management are being used, limited research has been done on the personalized and culturally tailored features of these apps and their impact on patient self-management.

Objective: This scoping review aims to explore the extent to which published studies report the integration and effectiveness of personalized and culturally tailored features in GDM mobile apps for patient self-management support.

Methods: We examined English-language peer-reviewed articles published between October 2016 and May 2023 from PubMed, CINAHL, PsycINFO, ClinicalTrials.gov, Proquest Research Library, and Google Scholar using search terms related to digital tools, diabetes, pregnancy, and cultural tailoring. We reviewed eligible articles and extracted data using the Arskey and O'Malley methodological framework.

Results: Our search yielded a total of 1772 articles after the removal of duplicates and 158 articles for full-text review. A total of 21 articles that researched 15 GDM mobile apps were selected for data extraction. Our results demonstrated the stark contrast between the number of GDM mobile apps with personalized features for the individual user (all 15 mobile apps) and those culturally tailored for a specific population (only 3 of the 15 mobile apps). Our findings showed that GDM mobile apps with personalized and culturally tailored features were perceived to be useful to patients and had the potential to improve patients' adherence to glycemic control and nutrition plans.

Conclusions: There is a strong need for increased research and development to foster the implementation of personalized and culturally tailored features in GDM mobile apps for self-management that cater to patients from diverse backgrounds and ethnicities. Personalized and culturally tailored features have the potential to serve the unique needs of patients more efficiently and effectively than generic features alone; however, the impacts of such features still need to be adequately studied. Recommendations for future research include examining the cultural needs of different ethnicities within the increasingly diverse US population in the context of GDM self-management, conducting participatory-based research with these groups, and designing human-centered mobile health solutions for both patients and providers.

背景:妊娠期糖尿病(GDM)是一种越来越常见的高危妊娠疾病,需要加强日常自我管理,这直接加重了患者的护理负担。要为 GDM 自我管理提供最佳支持,了解患者的个人和文化差异至关重要,尤其是在高风险人群中。尽管用于 GDM 自我管理的移动应用程序正在被广泛使用,但有关这些应用程序的个性化和文化定制功能及其对患者自我管理的影响的研究还很有限:本范围综述旨在探讨已发表的研究报告在多大程度上报告了 GDM 移动应用程序中用于患者自我管理支持的个性化和文化定制功能的整合情况及其有效性:我们使用与数字工具、糖尿病、妊娠和文化定制相关的检索词,从 PubMed、CINAHL、PsycINFO、ClinicalTrials.gov、Proquest Research Library 和 Google Scholar 中检索了 2016 年 10 月至 2023 年 5 月间发表的英语同行评审文章。我们采用 Arskey 和 O'Malley 方法框架审查了符合条件的文章并提取了数据:在去除重复文章后,我们共搜索到 1772 篇文章,并对 158 篇文章进行了全文审阅。共选取了 21 篇研究 15 款 GDM 移动应用程序的文章进行数据提取。我们的研究结果表明,具有针对个人用户的个性化功能的 GDM 移动应用程序(全部 15 款移动应用程序)与针对特定人群的文化定制应用程序(15 款移动应用程序中仅有 3 款)的数量形成了鲜明对比。我们的研究结果表明,具有个性化和文化定制功能的 GDM 移动应用程序被认为对患者有用,并有可能提高患者对血糖控制和营养计划的依从性:亟需加强研究和开发,促进在 GDM 自我管理手机应用中实施个性化和文化定制功能,以满足不同背景和种族患者的需求。与普通功能相比,个性化和文化定制功能有可能更高效、更有效地满足患者的独特需求;然而,此类功能的影响仍有待充分研究。对未来研究的建议包括:在 GDM 自我管理的背景下,研究日益多样化的美国人口中不同种族的文化需求;对这些群体开展参与式研究;以及为患者和医疗服务提供者设计以人为本的移动医疗解决方案。
{"title":"Personalized and Culturally Tailored Features of Mobile Apps for Gestational Diabetes Mellitus and Their Impact on Patient Self-Management: Scoping Review.","authors":"Catherine Jones, Yi Cui, Ruth Jeminiwa, Elina Bajracharya, Katie Chang, Tony Ma","doi":"10.2196/58327","DOIUrl":"10.2196/58327","url":null,"abstract":"<p><strong>Background: </strong>Gestational diabetes mellitus (GDM) is an increasingly common high-risk pregnancy condition requiring intensive daily self-management, placing the burden of care directly on the patient. Understanding personal and cultural differences among patients is critical for delivering optimal support for GDM self-management, particularly in high-risk populations. Although mobile apps for GDM self-management are being used, limited research has been done on the personalized and culturally tailored features of these apps and their impact on patient self-management.</p><p><strong>Objective: </strong>This scoping review aims to explore the extent to which published studies report the integration and effectiveness of personalized and culturally tailored features in GDM mobile apps for patient self-management support.</p><p><strong>Methods: </strong>We examined English-language peer-reviewed articles published between October 2016 and May 2023 from PubMed, CINAHL, PsycINFO, ClinicalTrials.gov, Proquest Research Library, and Google Scholar using search terms related to digital tools, diabetes, pregnancy, and cultural tailoring. We reviewed eligible articles and extracted data using the Arskey and O'Malley methodological framework.</p><p><strong>Results: </strong>Our search yielded a total of 1772 articles after the removal of duplicates and 158 articles for full-text review. A total of 21 articles that researched 15 GDM mobile apps were selected for data extraction. Our results demonstrated the stark contrast between the number of GDM mobile apps with personalized features for the individual user (all 15 mobile apps) and those culturally tailored for a specific population (only 3 of the 15 mobile apps). Our findings showed that GDM mobile apps with personalized and culturally tailored features were perceived to be useful to patients and had the potential to improve patients' adherence to glycemic control and nutrition plans.</p><p><strong>Conclusions: </strong>There is a strong need for increased research and development to foster the implementation of personalized and culturally tailored features in GDM mobile apps for self-management that cater to patients from diverse backgrounds and ethnicities. Personalized and culturally tailored features have the potential to serve the unique needs of patients more efficiently and effectively than generic features alone; however, the impacts of such features still need to be adequately studied. Recommendations for future research include examining the cultural needs of different ethnicities within the increasingly diverse US population in the context of GDM self-management, conducting participatory-based research with these groups, and designing human-centered mobile health solutions for both patients and providers.</p>","PeriodicalId":52371,"journal":{"name":"JMIR Diabetes","volume":"9 ","pages":"e58327"},"PeriodicalIF":0.0,"publicationDate":"2024-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11683422/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142814836","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Association of Blood Glucose Data With Physiological and Nutritional Data From Dietary Surveys and Wearable Devices: Database Analysis. 血糖数据与饮食调查和可穿戴设备的生理和营养数据的关联:数据库分析。
Q2 Medicine Pub Date : 2024-12-03 DOI: 10.2196/62831
Takashi Miyakoshi, Yoichi M Ito
<p><strong>Background: </strong>Wearable devices can simultaneously collect data on multiple items in real time and are used for disease detection, prediction, diagnosis, and treatment decision-making. Several factors, such as diet and exercise, influence blood glucose levels; however, the relationship between blood glucose and these factors has yet to be evaluated in real practice.</p><p><strong>Objective: </strong>This study aims to investigate the association of blood glucose data with various physiological index and nutritional values using wearable devices and dietary survey data from PhysioNet, a public database.</p><p><strong>Methods: </strong>Three analytical methods were used. First, the correlation of each physiological index was calculated and examined to determine whether their mean values or SDs affected the mean value or SD of blood glucose. To investigate the impact of each physiological indicator on blood glucose before and after the time of collection of blood glucose data, lag data were collected, and the correlation coefficient between blood glucose and each physiological indicator was calculated for each physiological index. Second, to examine the relationship between postprandial blood glucose rise and fall and physiological and dietary nutritional assessment indices, multiple regression analysis was performed on the relationship between the slope before and after the peak in postprandial glucose over time and physiological and dietary nutritional indices. Finally, as a supplementary analysis to the multiple regression analysis, a 1-way ANOVA was performed to compare the relationship between the upward and downward slopes of blood glucose and the groups above and below the median for each indicator.</p><p><strong>Results: </strong>The analysis revealed several indicators of interest: First, the correlation analysis of blood glucose and physiological indices indicated meaningful relationships: acceleration SD (r=-0.190 for lag data at -15-minute values), heart rate SD (r=-0.121 for lag data at -15-minute values), skin temperature SD (r=-0.121), and electrodermal activity SD (r=-0.237) for lag data at -15-minute values. Second, in multiple regression analysis, physiological indices (temperature mean: t=2.52, P=.01; acceleration SD: t=-2.06, P=.04; heart rate_30 SD: t=-2.12, P=.04; electrodermal activity_90 SD: t=1.97, P=.049) and nutritional indices (mean carbohydrate: t=6.53, P<.001; mean dietary fiber: t=-2.51, P=.01; mean sugar: t=-3.72, P<.001) were significant predictors. Finally, the results of the 1-way ANOVA corroborated the findings from the multiple regression analysis.</p><p><strong>Conclusions: </strong>Similar results were obtained from the 3 analyses, consistent with previous findings, and the relationship between blood glucose, diet, and physiological indices in the real world was examined. Data sharing facilitates the accessibility of wearable data and enables statistical analyses from various angles. This type
背景:可穿戴设备可以同时实时采集多个项目的数据,用于疾病的检测、预测、诊断和治疗决策。有几个因素,如饮食和运动,会影响血糖水平;然而,血糖与这些因素之间的关系在实际应用中还有待评估。目的:利用可穿戴设备和公共数据库PhysioNet的膳食调查数据,研究血糖数据与各种生理指标和营养价值的关系。方法:采用三种分析方法。首先,计算并检验各生理指标的相关性,确定其平均值或标准差是否影响血糖的平均值或标准差。为考察各生理指标采集血糖数据前后对血糖的影响,收集滞后数据,并对各生理指标计算血糖与各生理指标的相关系数。其次,为检验餐后血糖升降与生理和膳食营养评价指标的关系,对餐后血糖峰值前后随时间的斜率与生理和膳食营养指标的关系进行多元回归分析。最后,作为对多元回归分析的补充分析,采用单因素方差分析(1-way ANOVA)比较血糖的上下斜率与各指标中位数上下两组之间的关系。结果:分析揭示了几个感兴趣的指标:首先,血糖和生理指标的相关性分析显示了有意义的关系:加速度SD(滞后15分钟时r=-0.190),心率SD(滞后15分钟时r=-0.121),皮肤温度SD (r=-0.121),皮肤电活动SD (r=-0.237)。其次,在多元回归分析中,生理指标(温度平均值:t=2.52, P= 0.01;加速度SD: t=-2.06, P=.04;SD: t=-2.12, P= 0.04;结论:3项分析的结果相似,与前人的研究结果一致,并检验了现实世界中血糖、饮食和生理指标之间的关系。数据共享方便了可穿戴数据的可访问性,可以从多个角度进行统计分析。这种类型的研究预计将在未来更加普遍。
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引用次数: 0
Health and eHealth Literacy of Patients With Diabetes in Low-Income Countries: Perspective From Guinea and Burkina Faso. 低收入国家糖尿病患者的健康和电子健康素养:来自几内亚和布基纳法索的视角
Q2 Medicine Pub Date : 2024-12-03 DOI: 10.2196/55677
Ismaila Ouedraogo, Borlli Michel J Some, Roland Benedikter, Gayo Diallo

Background: Diabetes is a significant health concern in sub-Saharan Africa, emphasizing the importance of assessing the health literacy and eHealth skills of hospitalized patients with diabetes. This study evaluated the health literacy and eHealth literacy of patients with diabetes at Donka Hospital in Guinea and Sanou Sourou Hospital in Burkina Faso, providing insights for targeted interventions and mobile health (mHealth) solutions to improve self-management and treatment outcomes.

Objective: The aim of this study is to evaluate the levels of health literacy and eHealth literacy among patients at Sanou Sourou Hospital in Burkina Faso and Donka Hospital in Guinea.

Methods: The study included 45 participants from Donka Hospital and 47 from Sanou Sourou Hospital. Data collection took place in May 2022, focusing on variables such as gender, age, education, income, and technology access. Health literacy and eHealth literacy were measured using the Brief Health Literacy Screen (BHLS) and the eHealth Literacy Scale (eHEALS), respectively. Statistical analysis was performed using SPSS 28.

Results: The results indicated that 64% (64/99) of participants at Donka Hospital and 57% (57/99) at Sanou Sourou Hospital were female. The majority of participants (48/98, 49% in both hospitals) fell within the age range of 25-50 years. High rates of illiteracy were observed (62/100, 62% in Donka Hospital and 59/100, 59% in Sanou Sourou Hospital). Smartphone ownership was prevalent (62/99, 62% at Donka Hospital and 64/100, 64% at Sanou Sourou Hospital). Participants reported occasional use of technology for basic purposes and frequent internet usage for accessing health information. However, a significant proportion of participants demonstrated low health literacy (73/99, 73% at Donka Hospital; 79/101, 78% at Sanou Sourou Hospital) and inadequate eHealth literacy (57/100, 57% at Donka Hospital; 62/100, 62% at Sanou Sourou Hospital). Education was observed to positively correlate with health literacy, while age displayed a moderate negative correlation. Weak correlations were observed between gender, income, and health literacy, but these were not statistically significant. No significant correlation was found between the scores of the BHLS and the eHEALS in either hospital.

Conclusions: This study highlights the importance of targeted educational interventions and mHealth solutions aimed at enhancing health and eHealth literacy among hospitalized patients with diabetes. Addressing both health literacy and eHealth literacy is paramount for improving diabetes management and treatment outcomes in Guinea and Burkina Faso. Targeted interventions and mHealth solutions have the potential to empower patients, enabling their active involvement in health care decisions and ultimately improving overall health outcomes.

背景:糖尿病是撒哈拉以南非洲的一个重大健康问题,强调了评估住院糖尿病患者的健康素养和电子健康技能的重要性。本研究评估了几内亚东卡医院和布基纳法索萨努苏鲁医院糖尿病患者的健康素养和电子健康素养,为有针对性的干预措施和移动健康(mHealth)解决方案提供了见解,以改善自我管理和治疗结果。目的:本研究的目的是评估布基纳法索Sanou Sourou医院和几内亚Donka医院患者的健康素养和电子健康素养水平。方法:选取东卡医院45例和萨努苏罗医院47例。数据收集于2022年5月进行,重点关注性别、年龄、教育程度、收入和技术获取等变量。分别使用简短健康素养筛查(BHLS)和电子健康素养量表(eHEALS)测量健康素养和电子健康素养。采用SPSS 28进行统计学分析。结果:东卡医院和萨努苏罗医院分别有64%(64/99)和57%(57/99)的参与者为女性。大多数参与者(48/98,两家医院的49%)年龄在25-50岁之间。文盲率很高(东卡医院为62/ 100,62%,萨努苏罗医院为59/ 100,59%)。智能手机拥有率普遍(东卡医院为62/99 . 62%,萨努苏罗医院为64/100 . 64%)。与会者报告说,他们偶尔为基本目的使用技术,并经常使用互联网获取卫生信息。然而,相当大比例的参与者表现出较低的健康素养(东卡医院73/ 99,73 %;萨努苏罗医院(79/ 101,78%)和电子卫生知识普及不足(东卡医院(57/ 100,57%);62/100, 62%在Sanou Sourou医院)。教育程度与健康素养呈正相关,而年龄表现为中度负相关。性别、收入和健康素养之间存在弱相关性,但在统计学上不显著。两家医院的BHLS评分与eHEALS评分均无显著相关。结论:本研究强调了有针对性的教育干预和移动健康解决方案的重要性,旨在提高住院糖尿病患者的健康和电子健康素养。解决卫生知识普及和电子卫生知识普及问题对于改善几内亚和布基纳法索的糖尿病管理和治疗结果至关重要。有针对性的干预措施和移动医疗解决方案有可能赋予患者权力,使他们能够积极参与医疗保健决策,并最终改善总体健康结果。
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引用次数: 0
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JMIR Diabetes
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