Monitoring Activity and Gait in Children (MAGIC) using digital health technologies.

BACKGROUND: Digital health technologies (DHTs) can collect gait and physical activity in adults, but limited studies have validated these in children. This study compared gait and physical activity metrics collected using DHTs to those collected by reference comparators during in-clinic sessions, to collect a normative accelerometry dataset, and to evaluate participants' comfort and their compliance in wearing the DHTs at-home. METHODS: The MAGIC (Monitoring Activity and Gait in Children) study was an analytical validation study which enrolled 40, generally healthy participants aged 3-17 years. Gait and physical activity were collected using DHTs in a clinical setting and continuously at-home. RESULTS: Overall good to excellent agreement was observed between gait metrics extracted with a gait algorithm from a lumbar-worn DHT compared to ground truth reference systems. Majority of participants either "agreed" or "strongly agreed" that wrist and lumbar DHTs were comfortable to wear at home, respectively, with 86% (wrist-worn DHT) and 68% (lumbar-worn DHT) wear-time compliance. Significant differences across age groups were observed in multiple gait and activity metrics obtained at home. CONCLUSIONS: Our findings suggest that gait and physical activity data can be collected from DHTs in pediatric populations with high reliability and wear compliance, in-clinic and in home environments. TRIAL REGISTRATION: ClinicalTrials.gov: NCT04823650 IMPACT: Digital health technologies (DHTs) have been used to collect gait and physical activity in adult populations, but limited studies have validated these metrics in children. The MAGIC study comprehensively validates the performance and feasibility of DHT-measured gait and physical activity in the pediatric population. Our findings suggest that reliable gait and physical activity data can be collected from DHTs in pediatric populations, with both high accuracy and wear compliance both in-clinic and in home environments. The identified across-age-group differences in gait and activity measurements highlighted their potential clinical value.

Association of home and community-based services and cognitive function of Chinese older adults: social participation as a mediator.

BACKGROUND: This study makes an effort to examine the impact of home and community-based services on maintaining cognitive function and understand the mediating effect of social participation on the relationship of community services and older adults' cognitive function in China. METHOD: The empirical data comes from the Chinese Longitudinal Healthy Longevity Survey (CLHLS). A total of 38,582 (person-time) respondents were gathered for this study. The two-way fixed effects regression model is used to estimate the associations between independent variables, mediating variables and cognitive ability after controlling for socio-demographic, family responsibility, and time variables. RESULT: This study has confirmed that participating in daily and social activities is associated with the cognitive functions of Chinese older adults. Social participation can stimulate cognition. Active participation in outdoor activities, doing housework or taking care of kids, daily playing cards or mah-jong, reading books and newspapers, watching TV, and listening to the radio can significantly promote the cognitive ability of older adults. In addition, the findings have indicated the importance of community services for older adults. This study shows personal daily care services, legal aid services, health education services, as well as dealing with family and neighborhood disputes have a positive effect on maintaining older adults' cognitive functions. Meanwhile, the provision of door-to-door medical services hurts their cognitive functions. This study also illustrates that community-based services can increase the level of older adults' social participation, and then enhance their level of cognitive function. CONCLUSION: This study can inform service provision agencies to develop targeted programs to support older adults' continued engagement.

Comparison of handcrafted features and convolutional neural networks for liver MR image adequacy assessment.

We propose a random forest classifier for identifying adequacy of liver MR images using handcrafted (HC) features and deep convolutional neural networks (CNNs), and analyze the relative role of these two components in relation to the training sample size. The HC features, specifically developed for this application, include Gaussian mixture models, Euler characteristic curves and texture analysis. Using HC features outperforms the CNN for smaller sample sizes and with increased interpretability. On the other hand, with enough training data, the combined classifier outperforms the models trained with HC features or CNN features alone. These results illustrate the added value of HC features with respect to CNNs, especially when insufficient data is available, as is often found in clinical studies.

A study on the factors influencing the community participation of older adults in China: based on the CHARLS2011 data set.

Many communities provide older people with various opportunities to participate in the society. The 2010 Chinese census reveals that the majority of the older adults in China are still healthy, but research shows that older adults have relatively low levels of community participation. This study aims to determine the factors that affect the community participation of older adults in China using data collected from the 2011 China Health and Retirement Longitudinal Study (CHARLS). The CHARLS survey used a multistage sampling strategy to select respondents from 450 resident or village communities in China. A total of 17,000 persons from 10,000 families participated in the survey. The sample for this study includes 4283 individuals aged 60 years and above who have been invited to answer the survey based on their participation in entertainment and volunteer activities within the past month; 1009 were from urban areas and 3247 were from rural areas. Using logistic regression, this study identifies several variables that can predict the community participation of older adults. These variables included educational background, residence status, self-rated living standard and health status, number of available community facilities, expected social support, family care responsibility and involvement/non-involvement in old-age insurance schemes. In addition, an urban-rural difference was observed in the participation of these adults in entertainment activities, and the differences between older adults residing in urban and rural areas were insignificant in terms of their participation in volunteer work. These findings imply that the Chinese government should consider these predictors and the urban-rural differences when making policies regarding the community participation of older adults.

Community service contracting for older people in urban China: a case study in Guangdong Province.

Contracting of community services to non-governmental service-providing organisations - mainly social work agencies - is an emerging phenomenon and a social innovation with regard to delivering community services in urban China. Contracting of community services for the older person, which is the focus of this study, is embedded in the macro context of the development of social service contracting in China. Qualitative research techniques, including document analysis, case study, participant observation and in-depth interviews, were adopted for this study. Nine government officials, three staff working in Community Residents' Committees, 15 staff working in social work agencies and 41 older people were interviewed in an effort to understand the impact and challenges of community service contracting in urban China. The findings showed that the involvement of social work agencies in the community service provision system results in integration of community resources, expansion of service coverage and enhancement of older people's access to community services. However, several problems may impede the development of community service provision in the context of contracting in China. These include purchaser-oriented rather than user-oriented service provision, older people's negative attitude towards social work services, inappropriate performance measurement, reliance of non-government organisations on government funding and ambiguous definition of community services.