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Diabetes is a chronic disease and the major types of diabetes are type 1 and type 2. On aging, people with diabetes tend to have long-term problems in hypertension, coronary artery disease, obesity, and nerves. Given the increasing number of complications in recent years, by 2040, 624 million people will have diabetes worldwide and l in 8 adults will have diabetes in the future. Machine learning (ML) is evolving rapidly, many aspects of medical learning use ML. In this study, tension-type headaches (TTH) were associated with diabetes using SPSS, Pearson correlation, and ANOVA tests. Data were collected from Delhi NCR Hospital. It contains 30 diabetic subjects. The purpose of this study was to correlate diabetes analysis from TTH and other diseases using the latest technologies to analyze the Internet of Things and Big Data and Stress Correlation (TTH) on human health. The authors used Pearson correlation to correlate study variables and see if there was any effect between them. There was an important relationship between the percent variable, the total number of individuals, the number of individuals, and the minimum variable. The age (field) of the number of individuals to one of the total number of individuals showed a strong correlation (1.000) with a significant value of p (1.000). Overall, cases of TTH increased with age in men and do not follow the pattern of change in diabetes with age, but in cases of TTH, patterns of headaches such as diabetes increase to age 60 and then tend to decrease.

The purpose of this paper is to learn from participants about their experiences managing type 1 and type 2 diabetes at work.

Longitudinal, qualitative interviews with 45 individuals three times per year over three years focussed on views about disclosure; how they found or created support to manage their diabetes at work; and how they experienced the relationship between health and productivity.

Among participants, the presence of secondary conditions, such as fibromyalgia or vision loss, typically overshadowed the effect of diabetes at work. These conditions were often mentioned as the reason why a participant changed jobs, stopped working, or decreased work hours. Perspectives on disclosure were affected by the perception of stigma and discrimination, as well as the need for workplace accommodations. Overall, participants believed that the routine of a job and feeling useful benefited their health.

The nature of the research was not medical and the paper did not collect participants’ medical records. The paper relied on self-report for diagnoses of diabetes and co-morbidities as well as unrelated health conditions. Although the participants lived in a variety of urban, suburban, and rural settings, the findings do not reflect the ways in which differences in geography may have influenced participants’ experience. A focus of future research might be the role played by geographic location in the experience of managing diabetes at work. Also, the majority of employed participants worked for small employers. Future research might include a focus on participants managing diabetes while working for larger employers, who may have greater resources and staffing to devote toward implementing changes in workplace policy.

The paper considers the preference that many participants have for working and being productive rather than not working, including those with secondary conditions as well as diabetes. The number of participants (n=45) is relatively large for a qualitative interview study. The longitudinal nature of the study allowed for a follow-along opportunity that yielded a rich source of data.

When social marketing tries to influence behaviours to increase societal welfare, erroneous shared beliefs of the target audiences can become impediments to success. The purpose of this paper is twofold: to categorize shared beliefs that can be obstacles for social marketing programmes and to identify the main sources of those shared beliefs.

A qualitative approach was used to examine the specific case of Type 1 diabetes. In-depth interviews with 12 experts and focus groups with 17 adults who had been living with Type 1 diabetes for five years or more were performed. The information was analysed applying thematic analysis.

The results indicated that there are two types of shared beliefs that can hinder social marketing efforts (misconceptions and ideological convictions) and three main influencers (primary groups, communication media and authority figures).

Target audiences can be segmented by their shared beliefs, and a specific message could be designed to reach each group.

Obstacles that could prevent the audience from engaging in a desired positive behaviour could be identified.

To the author’s knowledge, this is the first study that uses social representations to categorize erroneous shared beliefs that could be barriers for impacting behaviours, as well as the first to identify the main sources of those beliefs. This approach could provide guidelines for the design of social marketing campaigns that could achieve better public engagement.

This paper aims to investigate parents' beliefs about the causes of their child's Type 1 diabetes to understand if this affects the way diagnosis is processed and if this impacts on sibling parenting.

Online, semi-structured qualitative interviews with nine parents of children with Type 1 diabetes who have at least one non-diabetic child. The results were analysed using interpretative phenomenological analysis (IPA).

Two interlinked themes were identified: “What ifs”: parents postulated underlying genetic reasons for their child's diabetes and had working theories about the triggers of diabetes that included stress, infection, vaccination or a virus. Developing a personal aetiology of their child's condition allowed some a feeling of control, while others focused on practical ways to manage diabetes. “Having something to blame”: narratives dwelt on the relationship between beliefs about causes and self-blame. Some believed that acting on an identified trigger reduced personal guilt.

Although internet access is widespread in the UK, a limitation of this research is that it excluded those without internet access.

The findings of this research may provide greater depth and a more holistic perspective to the health promoter to better support parents of Type 1 diabetics.

The analysis of illness narratives that this research provides may offer a greater understanding of the social context in which health and illness develop. This research found some examples of parental confidence about the causes and triggers of their child's diabetes being positively associated with a sense of control. This might indicate the value of a more comprehensive larger-scale study to establish whether parents who are supported to develop a personalised conception of the aetiology of their child's diabetes develop a greater sense of coherence and well-being regarding their child's condition.

There is very limited literature focusing on the beliefs of sufferers and their families about Type 1 diabetes causality. Of that which does exist, some research is heterogenous in its sampling of Types 1 and 2 diabetes sufferers. This study offers a rare, focused insight into the beliefs of parents about the background causes and more proximal triggers of their child's Type 1 diabetes.

This chapter is structured for teaching young learners with other health impairments in special education. Under the Individuals with Disabilities Education Improvement Act (IDEA, 2004), other health impairments represent chronic or acute health problems such as asthma, attention deficit disorder or attention deficit hyperactivity disorder (ADHD), diabetes, epilepsy, a heart condition, hemophilia, lead poisoning, leukemia, nephritis, rheumatic fever, and sickle cell anemia and adversely affect a child’s educational performance. The chapter is organized around definitions, prevalence, etiologies, intervention strategies, and teaching considerations for selected disabling conditions in this disability category.

The prevalence of diabetes among 915 sexual, violent, and non‐violent non‐sex offenders was found to be more than twice the prevalence in the general population. Diabetes was most common among violent offenders and among sex offenders who victimized children. The older diabetics presented significantly more often with cognitive impairment and younger diabetics more often with manic and psychotic symptoms. Younger diabetics were significantly more likely to use force and a weapon in their offenses and were most likely to injure their victims when compared to older diabetics and younger and older non‐diabetic offenders. In more than one in four cases, the diabetes was undiagnosed at the time of their offenses prior to clinical assessment, suggesting that undiagnosed diabetes may be a possible mitigating factor in some sexual and violent offenses. Results indicate that a routine endocrine evaluation with blood tests would be a valuable addition to the assessment of violent and sexual offenders.

This study was designed to assess the risk factors associated with hypertension (HTN) and diabetes among artisans in Ogun State, Nigeria. Evidences suggest increasing prevalence, incidences and morbidity of diabetes and HTN in Nigeria. However, the purpose of this study is to plan and prioritize effective intervention programs, there is need to provide data on the prevalence and risk factors for HTN and diabetes among local groups.

In total 300 apparently healthy artisans who have never been diagnosed of diabetes or HTN were randomly selected from five communities. A structured questionnaire was used in obtaining information on the personal characteristics of the respondents. An adapted dietary habit and lifestyle questionnaire were used to assess the dietary habits and lifestyle of the respondents. The WHO global activity questionnaire was adapted and used to gather information on the physical activity level of the respondents. Random blood glucose, blood pressure and anthropometric measurements were assessed using standard instruments. Chi-square (χ²), correlations and multinomial logistic regression analysis were performed to identify significant determinants of diabetes and HTN.

Mean age was 34.8 ± 9.9 and prevalence of diabetes and pre-diabetes were 1 and 4.7 per cent, respectively, while HTN and pre-HTN were 48.0 and 30.3 per cent, respectively. About half (55.7 per cent) of the respondents skip at least a meal daily and 31 per cent snack daily. Most (61.4 per cent) consume alcohol and 65.7 per cent engage in high physical activity. Abdominal obesity was significantly higher among women (p = 0.004). Using the chi-square analysis, age, abdominal obesity and educational status were factors found to be significantly associated with diabetes (p = 0.002; p = 0.007; p = 0.004) while age, gender, abdominal obesity and alcohol consumption had significant association with HTN. Although not statistically significant, respondents were 0.8, 1.0 and 1.1 times more likely to be diabetic with increasing body mass index, waist circumference (WC) and age (odd ratio (OR) = 0.78; confidence intervals (CI): 0.51-1.18; OR = 1.04; CI: 0.89-1.21; OR = 1.06; CI: 0.96-1.18, respectively). Abdominal obesity was significantly associated with HTN (OR = 1.08; CI: 1.03-1.13; p = 0.001). Also, older respondents were 1.1 times more likely of becoming hypertensive (OR = 1.07; CI: 1.02-1.11; p = 0.003). Increased risk of diabetes and HTN was found among respondents with increasing age and WC.

This study was cross-sectional in design; it cannot be used to establish a cause-effect relationship between diabetes, HTN and the observed variables (anthropometric characteristics, dietary habits and lifestyle risk factors). Because of the few numbers (1 per cent) of respondents identified to be diabetic several important risk factors could not be included in the model.

An understanding of the risk factors associated with diabetes and HTN among sub-groups in the population will help to plan effective interventions targeted at specific groups.

The findings of this study show the associated risk factors for diabetes and HTN among artisans in Ogun State.

The purpose of this study was to investigate diabetes self-care behaviors, stigmatization and A1C as predictors of a negative perception of insulin treatment in insulin-treated type 2 diabetic patients.

A descriptive cross-sectional and relational design was used. The study was carried out in the Diabetes Training Centre and Endocrine and Metabolism Clinic of a university hospital in the southeast of Turkey between May and October 2017. The research sample consisted of 100 type 2 diabetic patients determined by using a convenience sampling method. An introductory information form for type 2 diabetic patients, the Insulin Treatment Appraisal Scale (ITAS), Diabetes Self-Care Activities Survey (DSCAS) and Barriers to Insulin Treatment Scale (BIT) were used to collect the research data. The data were analyzed using descriptive statistics, correlations and step wise multi-linear regression.

The number of daily insulin injections, training received about insulin and stigmatization was significant predictors of a negative perception of insulin treatment.

Strategies to decrease diabetic individuals' fear of stigmatization should be utilized to minimize their negative insulin treatment perception (giving diabetic individuals training about diabetes, planning public training to inform society and using mass media tools). Diabetes educators should know that diabetic individuals' perception of the severity of the illness could influence the daily number of injections applied and decrease the negative perception regarding insulin.

This paper explores intensive self‐management of type 1 diabetes with insulin pump therapy as an enabling technology and reports barriers in the communication process with health professionals providing diabetes care who are unfamiliar with this treatment. Questionnaire responses and telephone interviews from a study conducted with 78 people using pump therapy in 2006 showed that individuals attending diabetes centres that were not pump‐trained suffered poor communication and a lack of support for intensive diabetes self‐management. As a result, some pump users did not visit their diabetes centre for care and management of the condition, preferring to communicate with the pump manufacturer and a national insulin pump therapy support organisation because they were familiar with the treatment. Nonetheless, all pump users had a strong sense of self‐efficacy concerning their mastery of the treatment technology to prevent, delay or stabilise the chronic complications of type 1 diabetes. Conclusions are linked to the Insulin Pump Services Report (Department of Health, 2007) and specific guidance on the use of pump therapy with patients by trained health professionals.

Digital mental health interventions (DMHIs) are promising alternatives to traditional face-to-face psychological interventions to improve psychological outcomes in various chronic health conditions. However, their efficacy among people with diabetes is yet to be established. Therefore, this narrative review aims to identify the importance and need for evidence-based research on DMHIs targeting the psychological outcomes in people with diabetes.

Using a narrative review approach, this study highlights the technological advancements in diabetes health care and identifies a need for developing DMHIs for people with diabetes.

DMHIs are promising for improving psychological outcomes in people with diabetes. However, there is a need for further rigorous, controlled and high-quality diabetes-focused studies, to make firm conclusions on the effectiveness and appropriateness of DMHIs for patients with diabetes. This review also suggests that DMHIs based on psychological theories and studies with higher quality methodologies are also needed.

This review highlights the contemporary literature on diabetes and related technological advancements. The findings of this study serve as a basis of the improvement of policy on digital mental health services for people with diabetes, to impact the global burden of the disease.