scholarly journals Health Support System for Diabetes Prevention Using IoT and Networked Health Monitoring Equipment

2021 ◽  
pp. 10-39
Author(s):  
Shejolinvijai V. N. ◽  
Santhosh Dharmaraj. A ◽  
Dr. G. S. Uthayakumar
Keyword(s):  
Diabetes Prevention ◽  
Description Logic ◽  
Vital Signs ◽  
Diabetes Prevention Program ◽  
The Elderly ◽  
Home Network ◽  
Base System ◽  
Heavy Burden ◽  
Health Support

For participants of diabetes prevention programs, we consider that it is effective to record vital signs, such as weight and blood pressure, and to receive instruction based on such readings during the follow-up period in order to avoid rebound. Although the Internet is an effective medium for recording data and reporting everyday health status, health support systems that require the use of a PC can place a heavy burden on users, especially elderly users. In this research, we utilized a sensor information web service which is a home network based on ZigBee, and discuss effective implementation of a follow-up system. We explained and demonstrated the proposed system to participants who had completed a diabetes prevention program and administered a questionnaire about their impression of system use. From the questionnaire results, we clarify the considerations and requirements necessary for introducing such a home network system with the elderly. The ultimate purpose of this paper is providing to provide a standard knowledge base system toward a medical prescription capable of dealing with(inconsistencies) and exceptions cases, which will enhance individual healthcare and provide an appropriate prescription. This is accomplished by expanding the capabilities of description logic with defeasible rules, to achieve accurate prescription decision for any patient’s condition(s).

Abstract P121: Comparative Effectiveness Study of the Diabetes Prevention Program in Families: Preliminary Results

Circulation ◽  
2015 ◽  
Vol 131 (suppl_1) ◽  
Author(s):  
Jennifer Wessel ◽  
Erin O'Kelly-Phillips ◽  
Kelly Palmer ◽  
Chandan Saha ◽  
Tamara Hannon ◽  
...  
Keyword(s):  
Blood Pressure ◽  
Prevention Program ◽  
Diabetes Prevention ◽  
Intervention Group ◽  
Diabetes Prevention Program ◽  
Comparative Effectiveness Study ◽  
Develop Type ◽  
History Of ◽  
Family Based

The prevalence of gestational diabetes (GDM) is increasing substantially and currently affects up to 14% of pregnancies. As many as 70% of women with GDM will develop type 2 diabetes (T2D) in the next 10 years. Moreover as many as 40% of children exposed to in-utero diabetes will develop obesity and T2D. The Diabetes Prevention Program (DPP) is an evidence-based lifestyle intervention that has been shown to lower T2D risk by 58% in high-risk adults. Family based lifestyle interventions that target either children, parents or both have reported mixed results. We modified the DPP curriculum to use with families (DPPF) and recruited mothers with a history of GDM and their children 8-15 years old. We randomized n=130 families to test which method of delivering the DPPF (mothers only (M) or mothers and their children (M+C)) is more effective at lowering families T2D risk. Baseline characteristics of women were similar among each intervention group (n=65 M and n=65 M+C, respectively): age (38±8 vs 39±11, P=0.5), ethnicity (Black 55% vs 55%, White 20% vs 17%, Latino 20% vs 27%, other 5% vs 2%, P=0.6), body mass index (BMI, 37±8 vs 38±7, P=0.24), systolic blood pressure (SBP, 121±11 vs 122±13, P=0.8), diastolic blood pressure (DBP, 103±26 vs 105±21, P=0.6), HbA1c (5.6±0.4 vs 5.7±0.3, p=0.2). The majority of women self-reported low levels of physical activity (PA): moderate PA (2 days or less per week, 42% vs 26%, P=0.06) or vigorous PA (2 days or less per week, 38% vs 25%, P=0.1), and high levels of sedentary activities (3 or more hours per day, 49% vs 58%, P=0.2). For diet related obesogenic behaviors women self-reported high levels of eating meals while watching TV (3 days or more per week, 58% vs 74%, P=.06) and eating at restaurants (3 days or more per week, 28% vs 41%, P=0.1). Follow-up is ongoing and currently n=32 families have completed the 3-month follow-up. Preliminary analyses of mothers show decreases in HbA1c (-.01±.3 vs -.1±.2), SBP (-9.7±30 vs -3.1±8), DBP (-8±19 vs -1±9) but not BMI (0.07±1.6 vs 0.04±1.2); however results were not significantly different by intervention group.

Empowering Native Adolescents: Responsibility for Their Health Behaviors

2021 ◽  
Vol 45 (1) ◽  
pp. 3-16
Author(s):  
Rachel A. Chambers ◽  
Dane Hautala ◽  
Anne Kenney ◽  
Summer Rosenstock ◽  
Marissa Begay ◽  
...  
Keyword(s):  
Native American ◽  
Prevention Program ◽  
Diabetes Prevention ◽  
Latent Class ◽  
Diabetes Prevention Program ◽  
Transition Analysis ◽  
Home Based ◽  
The Impact ◽  
Diabetes And Obesity

Objectives: In this study, we assess the impact of a home-based diabetes prevention program, Together on Diabetes (TOD), on adolescent responsibility-taking for tasks related to diabetes risk. Methods: Participants were Native American youth ages 10-19 with or at risk of type 2 diabetes who participated in a 12-session, 6-month diabetes prevention program with an adult caretaker. Assessments completed at baseline, 6-month, and 12-month follow-up include demographics and the Diabetes and Obesity Task Sharing (DOTS) Questionnaire. We used latent class analysis (LCA) at baseline to examine heterogeneity in DOTS responses. We identified 3 classes (adolescent, shared, caretaker). We used latent transition analysis to examine stability and change in latent status at baseline, 6- and 12-month follow-up. Results: At baseline, the mean age of participants was 13.6 years and 55.9% were boys. From baseline to 6-month follow-up, the adolescent class was most stable, whereas the shared and caretaker classes were less stable. For participants who transition from the adolescent class, most transition to shared class compared to caretaker class. Conclusions: TOD helps to empower Native American adolescents to take responsibility for their health and engage with their caregivers in these decisions.

scholarly journals Evaluation of the University of California Diabetes Prevention Program (UC DPP) Initiative

2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Maryam Gholami ◽  
Nicholas J. Jackson ◽  
Un Young Rebecca Chung ◽  
O. Kenrik Duru ◽  
Kelly Shedd ◽  
...  
Keyword(s):  
Type 2 Diabetes ◽  
Health Outcomes ◽  
Weight Change ◽  
Diabetes Prevention ◽  
Diabetes Prevention Program ◽  
University Of California ◽  
The University ◽  
Diabetes And Obesity

Abstract Background Type 2 diabetes can negatively impact long term health outcomes, healthcare costs and quality of life. However, intensive lifestyle interventions, including the Diabetes Prevention Program (DPP), can significantly lower risk of incident type 2 diabetes among overweight adults with prediabetes. Unfortunately, the majority of adults in the US who are at risk of developing diabetes do not engage in DPP-based lifestyle change programs. Increased adoption of evidence-based obesity and diabetes prevention interventions, such as the DPP, may help large employers reduce health risks and improve health outcomes among employees. In 2018, the University of California Office of thePresident (UCOP) implemented the UC DPP Initiative, a novel, multi-component program to address diabetes and obesity prevention across the UC system. Methods The goal of our study is to conduct a multifaceted evaluation of the UC DPP Initiative using the Reach, Effectiveness, Adoption, Implementation, and Maintenance (RE-AIM) framework. Our evaluation will integrate unique and diverse UC data sources, including electronic health record (EHR) data, administrative claims, campus-based DPP cohort data, qualitative interviews and site visits. Our primary outcome of interest is the mean percent weight change among three groups of overweight/obese UC beneficiaries at risk for diabetes at 12-month follow-up. Secondary outcomes include mean percent weight change at 24-month follow-up, barriers and facilitators associated with implementatio, as well as  the degree of program adoption and maintenance. Discussion Our study will help inform diabetes and obesity prevention efforts across the UC system. Findings from this evaluation will also be highly applicable to universities and large employers, as well as community organizers, healthcare organizations and insurers implementing the DPP and/or other health promotion interventions.

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