scholarly journals Machine Learning Implementation of a Diabetic Patient Monitoring System Using Interactive E-App

2021 ◽  
Vol 2021 ◽  
pp. 1-7
Author(s):  
Malik Bader Alazzam ◽  
Hoda Mansour ◽  
Fawaz Alassery ◽  
Ahmed Almulihi

Lifestyle influences morbidity and mortality rates in the world. Physical activity, a healthy weight, and a healthy diet are key preventative health behaviours that help reduce the risk of developing type 2 diabetes and its complications, such as cardiovascular disease. A healthy lifestyle has been shown to prevent or delay chronic diseases and their complications, but few people follow all recommended self-management behaviours. This work seeks to improve knowledge of factors affecting type 2 diabetes self-management and prevention through lifestyle changes. This paper describes the design, development, and testing of a diabetes self-management mobile app. The app tracked dietary consumption and health data. Bluetooth movement data from a pair of wearable insole devices are used to track carbohydrate intake, blood glucose, medication adherence, and physical activity. Two machine learning models were constructed to recognise sitting and standing. The SVM and decision tree models were 86% accurate for these tasks. The decision tree model is used in a real-time activity classification app. It is exciting to see more and more mobile health self-management apps being used to treat chronic diseases.

2021 ◽  
Vol 22 (1) ◽  
Author(s):  
Stijn Crutzen ◽  
Tessa van den Born-Bondt ◽  
Petra Denig ◽  
Katja Taxis

Abstract Background Hypoglycaemia is a common and potentially avoidable adverse event in people with type 2 diabetes (T2D). It can reduce quality of life, increase healthcare costs, and reduce treatment success. We investigated self-management issues associated with hypoglycaemia and self-identified causes of hypoglycaemia in these patients. Methods In this mixed methods study qualitative semi-structured interviews were performed, which informed a subsequent quantitative survey in T2D patients. All interviews were audio recorded, transcribed verbatim and coded independently by two coders using directed content analysis, guided by the Theoretical Domains Framework. Descriptive statistics were used to quantify the self-management issues and causes of hypoglycaemia collected in the survey for the respondents that had experienced at least one hypoglycaemic event in the past. Results Sixteen participants were interviewed, aged 59–84 years. Participants perceived difficulties in managing deviations from routine, and they sometimes lacked procedural knowledge to adjust medication, nutrition or physical activity to manage their glucose levels. Grief and loss of support due to the loss of a partner interfered with self-management and lead to hypoglycaemic events. Work ethic lead some participant to overexerting themselves, which in turn lead to hypoglycaemic events. The participants had difficulties preventing hypoglycaemic events, because they did not know the cause, suffered from impaired hypoglycaemia awareness and/or did not want to regularly measure their blood glucose. When they did recognise a cause, they identified issues with nutrition, physical activity, stress or medication. In total, 40% of respondents reported regular stress as an issue, 24% reported that they regularly overestimated their physical abilities, and 22% indicated they did not always know how to adjust their medication. Around 16% of patients could not always remember whether they took their medication, and 42% always took their medication at regular times. Among the 83 respondents with at least one hypoglycaemic event, common causes for hypoglycaemia mentioned were related to physical activity (67%), low food intake (52%), deviations from routine (35%) and emotional burden (28%). Accidental overuse of medication was reported by 10%. Conclusion People with T2D experience various issues with self-managing their glucose levels. This study underlines the importance of daily routine and being able to adjust medication in relation to more physical activity or less food intake as well as the ability to reduce and manage stress to prevent hypoglycaemic events.


2011 ◽  
Vol 2011 ◽  
pp. 1-5 ◽  
Author(s):  
Ronald C. Plotnikoff ◽  
Steven T. Johnson ◽  
Constantinos A. Loucaides ◽  
Adrian E. Bauman ◽  
Nandini D. Karunamuni ◽  
...  

At a population level, the method used to determine those meeting physical activity guidelines has important implications, as estimating “sufficient” physical activity might be confounded by weight status. The objective of this study was to test the difference between three methods in estimating the prevalence of “sufficient activity” among Canadian adults with type 2 diabetes in a large population sample (N=1614) while considering the role of weight status as a potential confounder. Our results revealed that estimates of physical activity levels vary by BMI categories, depending on the methods examined. Although physical activity levels were lower in the obese, their energy expenditure estimates were not different from those who were overweight or of a healthy weight. The implications of these findings are that biased estimates of physical activity at a population level may result in inappropriate classification of adults with type 2 diabetes as “sufficiently active” and that the inclusion of body weight in estimating physical activity prevalence should be approached with caution.


Author(s):  
Prathap Vasigar ◽  
Rajalakshmi Mahendran ◽  
Reenaa Mohan

Lockdown during COVID-19 have impact in type 2 diabetes mellitus patients requiring medication and routine physical activity. The stress, development of complications of chronic diseases, locked in experience, fear of dying and loneliness in hospital. All these issues suggest that mental health of the diabetes patient is being affected enormously. In this report, we discussed the experience of three patients with diabetes mellitus and among them two acquired COVID-19 admitted to the COVID ward.


2011 ◽  
Vol 8 (1) ◽  
pp. 10-17 ◽  
Author(s):  
Shirley N. Bryan ◽  
Peter T. Katzmarzyk

Background:Physical activity is associated with a reduced risk of chronic disease. This study describes the relationship between meeting the guidelines for physical activity described in Canada’s Physical Activity Guide and heart disease, type 2 diabetes, hypertension, obesity, and low levels of general health.Methods:Leisure-time energy expenditure (LTEE) was calculated from leisure-time physical activities reported by adults who participated in the 2007 Canadian Community Health Survey. Respondents were classified as meeting the guidelines for physical activity or not, and were stratified by sex into quartiles of LTEE. Logistic regression was used to determine the odds for all conditions associated with not meeting the guidelines and by quartile of LTEE, adjusting for covariates.Results:The odds of type 2 diabetes, obesity, and fair/poor health were significantly higher among those not meeting the guidelines for both sexes and for high blood pressure among women. Significantly higher odds were seen between the lowest and highest quartiles of LTEE for type 2 diabetes and high blood pressure and across all quartiles for obesity and fair/poor health for both sexes.Conclusions:Canadian adults meeting the physical activity guidelines have lower odds of chronic diseases and fair/poor health than those not meeting the guidelines.


2014 ◽  
Vol 40 (6) ◽  
pp. 731-744 ◽  
Author(s):  
Lisa L. Sumlin ◽  
Theresa J. Garcia ◽  
Sharon A. Brown ◽  
Mary A. Winter ◽  
Alexandra A. García ◽  
...  

Purpose Depression affects millions of people worldwide and is prevalent among those with diabetes. The purpose of this review was to synthesize recent research on depression and adherence to dietary and physical activity recommendations in persons with type 2 diabetes (T2DM). Methods This systematic review is a subanalysis of an NIH-funded model-testing meta-analysis. Thirteen electronic databases were searched using terms: depression, adherence, T2DM, diabetes. Selected studies: were reported in English between 2000 and 2012, focused on adults with T2DM, and measured depression and dietary and/or physical activity adherence. Results Twenty-seven studies involving 7266 participants were selected; participants were 54% female and 62 years of age, on average. When reported, depression prevalence in study samples ranged from 4.5% to 74%. Six intervention studies targeted diabetes treatment, with or without depression treatment; no studies focused solely on treating depression. Twenty-one descriptive studies examined relationships between depression and diet/physical activity adherence, finding a negative association. Only 2 of the 6 intervention studies examined this relationship; findings were inconsistent. Conclusion Depression was associated with lower adherence to diabetes self-care, as evidenced primarily by descriptive studies; results of intervention studies were conflicting. Future research should focus on the effects of treating depression on diabetes health outcomes.


2021 ◽  
Author(s):  
Ditte Hjorth Laursen ◽  
Gitte Rom ◽  
Anne Margareta Banghoej ◽  
Lise Tarnow ◽  
Lone Schou

BACKGROUND There is a high prevalence of unexplained and unexplored obstructive sleep apnea (OSA) in patients with type 2 diabetes. Daytime symptoms of OSA include severe fatigue, cognitive problems, decreased quality of life, and reduced motivation to provide self-care, which impairs the management of both diabetes and daily life. OSA may thereby cause negative implications for diabetes self-management. Treatment for OSA is offered through Continuous Positive Airway Pressure (CPAP) which has the potential to improve sleep quality, insulin resistance and glycemic control. Although the benefits of using CPAP as treatment for OSA are clear, noncompliance is high and there is poor evidence on the perceived effect of CPAP treatment in this group of patients. OBJECTIVE The purpose of this study is to explore the impact of comorbid diabetes and OSA on daily life among older adults, and to investigate the perceived effect of CPAP treatment for OSA on patients’ diabetes self-management. METHODS A qualitative follow-up study, with in-depth semi-structured dyad interviews with couples before and after an intervention with CPAP treatment (N=22). Patients were recruited from Hilleroed Hospital in Denmark and were all diagnosed with type 2 diabetes, age > 18 years and apnea-hypopnea index (AHI) ≥ 15. All interviews were coded and analyzed using thematic analysis. RESULTS Patients and partners do not consider OSA a serious disorder as they consider OSA symptoms similar to the process of aging. Patients experience poor nocturnal sleep, frequent daytime naps, reduced cognitive function, low levels of physical activity, and a high-calorie diet, that all negatively influence their diabetes self-management. Despite the immediate benefit of the CPAP treatment, most patients have technical challenges when using the CPAP. Only patients with severe OSA symptoms inflicting their daily life overcome the challenges of CPAP and thereby improve their diabetes self-management. Patients with less life inflicting symptoms rate the CPAP challenges as more burdensome than their symptoms. CONCLUSIONS If used correctly CPAP has the potential to improve OSA resulting in better sleep quality, improved physical activity, improved diet and a better diabetes self-management. But there are many barriers in CPAP treatment and only few patients manage to overcome the barriers and comply to correct treatment. CLINICALTRIAL The study was approved by the Danish Data Protection Agency (J.nr. 2012-58-0004).


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