Predictive data mining for converged internet of things: a mobile health perspective

Mobile Health (mHealth) is now emerging with Internet of Things (IoT), Cloud and big data along with the prevalence of smart wearable devices and sensors. There is also the emergence of smart environments such as smart homes, cars, highways, cities, factories and grids. Presently, it is difficult to quickly forecast or prevent urgent health situations in real-time as health data are analyzed offline by a physician. Sensors are expected to be overloaded by demands of providing health data from IoT networks and smart environments. This paper proposes to resolve the problems by introducing an inference system so that life-threatening situations can be prevented in advance based on a short and long term health status prediction. This prediction is inferred from personal health information that is built by big data in Cloud. The inference system can also resolve the problem of data overload in sensor nodes by reducing data volume and frequency to reduce workload in sensor nodes. This paper presents a novel idea of tracking down and predicting a personal health status as well as intelligent functionality of inference in sensor nodes to interface IoT networks

Is change in global self-rated health associated with change in affiliation with a primary care provider? Findings from a longitudinal study from New Zealand

To investigate the association of self-rated health and affiliation with a primary care provider (PCP) in New Zealand.
Methods

We used data from a New Zealand panel study of 22,000 adults. The main exposure was self-rated health, and the main outcome measure was affiliation with a PCP. Fixed effects conditional logistic models were used to control for observed time-varying and unobserved time-invariant confounding.
Results

In any given wave, the odds of being affiliated with a PCP were higher for those in good and fair/poor health relative to those in excellent health. While affiliation for Europeans increased as reported health declined, the odds of being affiliated were lower for Māori respondents reporting very good or good health relative to those in excellent health. No significant differences in the association by age or gender were observed.
Conclusions

Our data support the hypothesis that those in poorer health are more likely to be affiliated with a PCP. Variations in affiliation for Māori could arise for several reasons, including differences in care-seeking behaviour and perceived need of care. It may also mean that the message about the benefits of primary health care is not getting through equally to all population groups.

An international survey of health literacy education within schools of pharmacy

Background: Health literacy (HL) influences patients’ health status, use of the healthcare system and medication-relatedbehaviours. However, the concept is relatively new to pharmacy and its incorporation in academic curricula has notbeen examined.Aims: To explore HL training in pharmacy schools internationally, and academics’ opinions in regards to how it shouldbe taught and assessed.Methods: An anonymous, online survey was administered to academics who teach within pharmacy degree coursesfrom countries where English is the main language.Results: Responses were received from 21 pharmacy schools in seven countries; 20 stated that HL was taught withintheir pharmacy degree, in four as a stand-alone topic. Small-group tutorials were thought to be the most beneficial formof teaching health literacy, best assessed using oral and objective structured clinical examinations.Conclusion: The majority of pharmacy schools taught health literacy and had similar opinions regarding best practiceteaching and assessment.

Language functioning, mental health and alexithymia in incarcerated young offenders

Purpose: Previous studies describe high rates of language impairment in young offenders; however, important correlates such as mental health status and alexithymia have received little attention.
Method: This study describes a cross-sectional study of the language, emotion recognition and mental health of 100 young people completing custodial sentences in New South Wales (Australia). The sample comprised 70 young people from nonindigenous
backgrounds (n¼60 male) and 30 from indigenous backgrounds (n¼25 male). The mean age of the sample was 17.1 years. It was hypothesized that, in addition to elevated rates of language impairment, alexithymia would be overrepresented in this group. It was further predicted that impoverished language skills would contribute to alexithymia scores.
Result: Only a quarter of the sample overall achieved Clinical Evaluation of Language Fundamentals (CELF-4) Core Language Scores in the expected range; rates of language impairment were higher in indigenous males than in nonindigenous males and in the females. Alexithymia was present in 59% of the sample, but appeared to be associated with poor mental health, rather than with language impairment.
Conclusion: Interventions for young offenders (e.g. psychological counselling, restorative justice conferencing) should be framed around these difficulties. Validated language measures for use with young indigenous offenders are needed.

Active video games and health indicators in children and youth: a systematic review

BACKGROUND: Active video games (AVGs) have gained interest as a way to increase physical activity in children and youth. The effect of AVGs on acute energy expenditure (EE) has previously been reported; however, the influence of AVGs on other health-related lifestyle indicators remains unclear.

OBJECTIVE: This systematic review aimed to explain the relationship between AVGs and nine health and behavioural indicators in the pediatric population (aged 0-17 years). DATA SOURCES: Online databases (MEDLINE, EMBASE, psycINFO, SPORTDiscus and Cochrane Central Database) and personal libraries were searched and content experts were consulted for additional material.

DATA SELECTION: Included articles were required to have a measure of AVG and at least one relevant health or behaviour indicator: EE (both habitual and acute), adherence and appeal (i.e., participation and enjoyment), opportunity cost (both time and financial considerations, and adverse events), adiposity, cardiometabolic health, energy intake, adaptation (effects of continued play), learning and rehabilitation, and video game evolution (i.e., sustainability of AVG technology).

RESULTS: 51 unique studies, represented in 52 articles were included in the review. Data were available from 1992 participants, aged 3-17 years, from 8 countries, and published from 2006-2012. Overall, AVGs are associated with acute increases in EE, but effects on habitual physical activity are not clear. Further, AVGs show promise when used for learning and rehabilitation within special populations. Evidence related to other indicators was limited and inconclusive.

CONCLUSIONS: Controlled studies show that AVGs acutely increase light- to moderate-intensity physical activity; however, the findings about if or how AVG lead to increases in habitual physical activity or decreases in sedentary behaviour are less clear. Although AVGs may elicit some health benefits in special populations, there is not sufficient evidence to recommend AVGs as a means of increasing daily physical activity.

HealthMap: a cluster randomised trial of interactive health plans and self-management support to prevent coronary heart disease in people with HIV

BACKGROUND: The leading causes of morbidity and mortality for people in high-income countries living with HIV are now non-AIDS malignancies, cardiovascular disease and other non-communicable diseases associated with ageing. This protocol describes the trial of HealthMap, a model of care for people with HIV (PWHIV) that includes use of an interactive shared health record and self-management support. The aims of the HealthMap trial are to evaluate engagement of PWHIV and healthcare providers with the model, and its effectiveness for reducing coronary heart disease risk, enhancing self-management, and improving mental health and quality of life of PWHIV.

METHODS/DESIGN: The study is a two-arm cluster randomised trial involving HIV clinical sites in several states in Australia. Doctors will be randomised to the HealthMap model (immediate arm) or to proceed with usual care (deferred arm). People with HIV whose doctors are randomised to the immediate arm receive 1) new opportunities to discuss their health status and goals with their HIV doctor using a HealthMap shared health record; 2) access to their own health record from home; 3) access to health coaching delivered by telephone and online; and 4) access to a peer moderated online group chat programme. Data will be collected from participating PWHIV (n = 710) at baseline, 6 months, and 12 months and from participating doctors (n = 60) at baseline and 12 months. The control arm will be offered the HealthMap intervention at the end of the trial. The primary study outcomes, measured at 12 months, are 1) 10-year risk of non-fatal acute myocardial infarction or coronary heart disease death as estimated by a Framingham Heart Study risk equation; and 2) Positive and Active Engagement in Life Scale from the Health Education Impact Questionnaire (heiQ).

DISCUSSION: The study will determine the viability and utility of a novel technology-supported model of care for maintaining the health and wellbeing of people with HIV. If shown to be effective, the HealthMap model may provide a generalisable, scalable and sustainable system for supporting the care needs of people with HIV, addressing issues of equity of access.

A conduit between epidemiological research and regional health policy

OBJECTIVE: To transform data from a research setting into a format that could be used to support strategies encouraging healthy lifestyle choices and service planning within local government. METHODS: Details of the health status and lifestyle behaviours of the Geelong, Victoria, population were generated independently by the Geelong Osteoporosis Study (GOS), a prospective population-based cohort study. Recent GOS follow-up phases provided evidence about patterns of unhealthy diet, physical inactivity, smoking and harmful alcohol use. These factors are well-recognised modifiable risk factors for chronic disease; the dataset was complemented with prevalence estimates for musculoskeletal disease, obesity, diabetes, cardiovascular disease, asthma and cancer. RESULTS: Data were provided to Healthy Together Geelong in aggregate form according to age, sex and suburb. A population statistics company used the data to project health outcomes by suburb for use by local council. This data exchange served as a conduit between epidemiological research and policy development. CONCLUSION AND IMPLICATIONS: Regional policy makers were informed by local evidence, rather than national or state health survey, thereby optimising potential intervention strategies.

Rural health systems change

Much effort has been expended in recent years attempting to reform the Australian health system in order to deliver more efficient and effective systems of care for an ageing and increasingly chronically ill population. Rural health care systems in particular have been a focus of reform programs, and new initiatives such as University Departments of Rural Health, Regional Health Service structures and Commonwealth primary care initiatives have been designed to improve service provision and health status for rural people. However, with these attempts to reform the way rural communities understand and manage their health care, surprisingly little has changed in the day-to-day business of health care in rural and regional areas. Paradoxically, while rural communities have moved to embrace new farming technologies and environmental perspectives along with modern land management practices, revegetation and sustainable production systems, the same enthusiasm for change does not appear to have been kindled in relation to health system reforms. Rural communities, in terms of health care, are still using the equivalent of outmoded farming practices and other environmentally and economically unsustainable approaches to managing their affairs. Why might this be and what can be done to improve the current state of health reform in our rural and regional areas? The paper explores systems change in relation to health reform in rural communities and highlights several strategies for bringing about a functional synthesis of research and health service practice to create a more effective health care system in rural South Australia.

Science, research and social change in Indigenous health – evolving ways of knowing

History tells us of the overwhelming destructive influence of exotic culture, politics and knowledge forms upon the worldview and wellbeing of Indigenous Australians. The power of dominant culture to oppress, control and dominate traditional Indigenous ways of knowing and being has been identified as a being a crucial influence on the health status, future hopes and aspirations of Indigenous Australians. Fundamental to this assertion is that the alienating effect of the belief in and application of the scientific method in relation to learning and knowing is a phenomenon that is incompatible with the law and cultural ways of traditional Indigenous people. The establishment of the Centre of Clinical Research Excellence (CCRE) is predicated upon and responds to a deep need in our community today to synthesise the ideological and epistemological premises of an increasing range of cultures and world views. It recognises that clinical research, for example, is important to the health of Aboriginal and Torres Strait Islander peoples, but also that the way such research is designed and carried out is also crucial to its potential to effect change in and improve the state of Indigenous health in Australia. This paper examines knowledge principles and processes associated with research in Indigenous communities, explores emerging research trends in science and proposes an epistemological framework for synthesis of traditional approaches with those of the scientific paradigm.

Social determinants of health - why we continue to ignore them in the search for improved population health outcomes!

There is now unequivocal evidence that the health status of individuals and of whole communities is socially and economically determined, as are many other aspects of our lives. This suggests, as advocates of public health and population health approaches argue, that our efforts in managing our health and wellbeing should focus much more on early intervention and prevention programs than has been the case to date. However, although this ideology of social and economic determinism is generally accepted, practice does not reflect such values. Indeed, as increasing demand at the critical end of health service provision sees us spending more and more of our limited health care resources on acute and chronic illness, less resources are devoted to constructing and maintaining health-creating communities and environments. Paradoxically, while most of our leaders, academics and policy makers have themselves been nurtured in a sound understanding of cause and effect in the world, they are ignoring these fundamental premises in their approaches to the provision and management of health care. This paper explores some of the reasons why this might be the case and draws on key evidence to suggest that the time has come for us to think more ideologically in approaching health care in the future.

Tantalus and the tyranny of territory : pursuing the dream of parity in rural and metropolitan population health outcomes through primary health care programs

Many health professionals and rural health academics are motivated by the challenge of achieving equitable access to health care in rural communities with the implicit vision that fairer access to services might ultimately lead to more equitable health outcomes for people living in rural and remote settings. The purpose of this paper is to put the issue of rural and urban health outcome parity into perspective and assess recent progress towards achieving the ultimate goal of improving rural health status. I will also explore ways in which rural communities might increase their access to and use of primary health care revenue in the future to improve community health outcomes. While some improvements have been achieved across the rural health system in recent times, the fundamental problem of maintaining infrastructure to service community needs in rural areas remains as daunting as ever. Extensive evidence has now been assembled to show that rural people generally enjoy a much lower standard of health care, health outcomes and life expectancy than their urban cousins. The question underlying all of this evidence, however, is... must this always be so? Is it possible to redress the current inequities between rural and urban populations and could new primary health care initiatives, such as the Enhanced Primary Care (EPC) program, be vehicles for achieving more equitable health care arrangements and health outcomes for people living in rural communities?

The Centre of Clinical Research Excellence in Aboriginal Health : an operational rationale and some reflections on progress so far

The Centre of Clinical Research Excellence (CCRE) in Aboriginal and Torres Strait Islander Health was established in late 2003 through a major National Health and Medical Research Council (NHMRC) grant involving collaboration between the Aboriginal Health Council of South Australia (AHCSA), Flinders University, and Aboriginal Health Services. Our foundation research communities are the Aboriginal communities served by these Aboriginal Health Services in the Spencer Gulf / Eyre Peninsula region. In recent years a number of collaborative research programs involving chronic illness management, self-management and coordinated care have been implemented in these communities and this work is the basis of the initial CCRE activities. Key objectives of the CCRE are to improve the health status of Indigenous people through conducting relevant and meaningful Aboriginal controlled health research, providing formal training for Indigenous health researchers and developing innovative approaches to health care that can be readily translated and applied to support communities. The inclusion, empowerment and engagement of Indigenous people in the process of managing community health represent tangible strategies for achieving more equitable health outcomes for Aboriginal people. This paper outlines the CCRE operational rationale and presents early activities and outcomes across the three strategic areas of CCRE operations: research, education and training, and translation. Some critical reflections are offered on the progress and experience of the CCRE thus far. A common obstacle this CCRE has encountered is that the limited (especially staff) resources available to the Aboriginal Health Services with which we are collaborating make it difficult for them to engage with and progress the projects we are pursuing.

Health literacy and the determinants of obesity: a population-based survey of sixth grade school children in Taiwan

BACKGROUND: Health literacy has become an important health policy and health promotion agenda item in recent years. It had been seen as a means to reduce health disparities and a critical empowerment strategy to increase people's control over their health. So far, most of health literacy studies mainly focus on adults with few studies investigating associations between child health literacy and health status. This study aimed to investigate the association between health literacy and body weight in Taiwan's sixth grade school children.

METHODS: Using a population-based survey, 162,209 sixth grade (11-12 years old) school children were assessed. The response rate at school level was 83%, with 70% of all students completing the survey. The Taiwan child health literacy assessment tool was applied and information on sex, ethnicity, self-reported health, and health behaviors were also collected. BMI was used to classify the children as underweight, normal, overweight, or obese. A multinomial logit model with robust estimation was used to explore associations between health literacy and the body weight with an adjustment for covariates.

RESULTS: The sample consisted of 48.9% girls, 3.8% were indigenous and the mean BMI was 19.55 (SD = 3.93). About 6% of children self-reported bad or very bad health. The mean child health literacy score was 24.03 (SD = 6.12, scale range from 0 to 32). The overall proportion of obese children was 15.2%. Children in the highest health literacy quartile were less likely to be obese (12.4%) compared with the lowest quartile (17.4%). After controlling for gender, ethnicity, self-rated health, and health behaviors, children with higher health literacy were less likely to be obese (Relative Risk Ratio (RRR) = 0.94, p < 0.001) and underweight (RRR = 0.83, p < 0.001). Those who did not have regular physical activity, or had sugar-sweetened beverage intake (RRR > 1.10, p < 0.0001) were more likely to report being overweight or obese.

CONCLUSIONS: This study demonstrates strong links between health literacy and obesity, even after adjusting for key potential confounders, and provides new insights into potential intervention points in school education for obesity prevention. Systematic approaches to integrating a health literacy curriculum into schools may mitigate the growing burden of disease due to obesity.

Health systems change in 2010

Whilst health science, epidemiology and public health developments have forged enormous progress in understanding, prevention and cure in the health care area we still appear to lack the motivation to tackle the fundamental antecedents of many of our emerging population-based community health problems; the prevention of chronic illness being a prime example.

In spite of much progress in the area of health science, the social, economic and evolutionary forces that cast our physical being in the world still remain poorly understood or accepted in the health care arena. However, if our health care systems are to be manageable and sustainable in the future, these wider antecedents of our health status and wellbeing must be factored more fundamentally in to our management models with more effort being put into preventing lifestyle related chronic illnesses than is currently the case.

As in the past where public health infrastructure innovations such as running water and efficient waste disposal systems served to add greatly to the wellbeing of individuals and communities, we now need to make similar efforts to control preventable illnesses such as metabolic syndrome, type 2 diabetes and lifestyle related cardio-vascular disease at their source rather than waiting until the manifestation of these conditions require major medical and chemical intervention and management before we act. Our young people are at risk of early onset chronic conditions as a result of their emerging sedentary lifestyles, un-healthy dietary habits and health related behaviours, yet we continue to concentrate our health management effort on managing those with existing chronic conditions while leaving younger generations with lifestyle practices and behaviours that pre-dispose individuals to developing chronic illness earlier and earlier in their lives.

It is time we took notice of these emerging trends and began expending more effort to prevent what are essentially lifestyle related illnesses that can be eliminated before they become endemic. By concentrating more upon the social and environmental factors affecting our illness profiles as well as upon dealing more effectively with those who are already suffering from chronic illness we will reduce the need for major end-stage interventions and alleviate the impact and cost of early onset chronic disease. To achieve this new population health vision in Australia at least, we will not only need to utilize the new government funding structures more effectively; those structures that support coordination and more effective management of care, but also take a much broader, environmental and social view of cause and effect in relation to the health of populations.

Psychosocial research with children in Iraq : current health practice and policy in a context of armed conflict

There is a need to show how psychosocial issues affect children in conflict areas like Iraq. Raising knowledge and awareness of children’s mental health status in Iraq has been difficult and the knowledge base has been limited by the shortage of resources, international sanctions and the isolation of Iraqi scholars. Many obstacles to research in Iraq exist but an agenda should be developed emphasising the need for high-quality contextualised psychosocial research. Health researchers in the country need to clarify basic population parameters and to provide culturally appropriate, evidence-based interventions for practitioners.