Investigating Factors of Active Aging among Chinese Older Adults: A Machine Learning Approach

Examining individual and contextual predictors of disability in Chinese older adults: A machine learning approach

BACKGROUND

There is a large gap of understanding the determinants of disability, especially the contextual characteristics. Therefore, this study aimed to examine the important predictors of disability in Chinese older adults based on the social ecological framework.

METHODS

We used the China Health and Retirement Longitudinal Study to examine predictors of disability, defined as self-report of any difficulty for six activity of daily living items. We restricted analytical sample to older adults aged 65 or above (N=1816). We considered 44 predictors, including personal-, behavioral-, interpersonal-, community-, and policy-level characteristics. The built-in variable importance measure (VIM) of random forest and SHapley Additive exPlanations (SHAP) were applied to assess key predictors of disability. A multilevel logit regression was further used to examine the associations of individual and contextual characteristics with disability.

RESULTS

The mean age of study sample was 72.62 years old (standard deviation: 5.77). During a 2-year of follow-up, 518 (28.52 %) of them developed into disability. Walking speed, age, and peak expiratory flow were the top important predictors in both VIM and SHAP. Contextual characteristics such as humidity, PM2.5, temperature, normalized difference vegetation index, and landscape also showed promise in predicting disability. Multilevel logit regression showed that people with male gender, arthritis, vision impairment, unable to finish semi tandem, no social activity, lower grip strength, and higher waist circumference, had much higher risk of disability.

CONCLUSION

Disability prevention strategies should specifically focus on multilevel factors such as individual and contextual characteristics, although the latter is warranted to be verified in future studies.

The Current Status of Leisure Constraints, Leisure Sports Behaviors, and Active Aging Among Chinese Older Adults

BACKGROUND

Against the backdrop of China's active response to population aging, an increasing number of older adults are participating in leisure sports activities to enrich later life and experience active aging. However, when participating in these activities, older adults encounter constraints that affect their leisure sports behaviors.

METHODS

To understand the current state of leisure constraints, leisure sports behaviors, and active aging among Chinese seniors, we collected 1,581 surveys from older adults in Zhejiang Province, China. A stepwise regression model was used to explore the relationships between leisure constraints and leisure sports behavior as well as between leisure sports behavior and active aging.

RESULTS

The respondents' leisure sports were characterized by light-intensity, moderate duration, high-frequency, and long-term participation with various leisure constraints, such as a lack of organized leisure sports activities. However, the respondents reported that their aging status was positive. Leisure constraints were negatively associated with leisure sports behavior, and self-constraint had a significant impact on leisure sports behavior. Leisure sports behavior positively affected the active aging of older participants and was positively associated with the four subdimensions of active aging: health, participation, security, and lifelong learning.

CONCLUSION

High-frequency and long-term participation in leisure sports is an effective strategy for Chinese seniors to promote active aging. However, there are still many constraints that limit the leisure sports behaviors of older adults.

IMPLICATIONS

The findings may inspire Chinese older adults to achieve active aging through leisure sports and provide support for the literature.

Physical activity and transitioning to retirement: evidence from the China health and retirement longitudinal study

BACKGROUND

The impact of retirement on physical activity among older individuals remains ambiguous. This study aims to investigate the influence of retirement on physical activity and delineate the trajectories of physical activity changes during the retirement transition among elderly Chinese residents. Additionally, we endeavor to examine the factors that contribute to each trajectory.

METHODS

This longitudinal cohort study used data from four surveys of the China Health and Retirement Longitudinal Study and included a sample of 428 individuals who underwent formal retirement and provided information on physical activity. We employed generalized estimating equation to explore the impact of the retirement transition on physical activity among Chinese older adults. Latent class growth analysis was used to identify distinct trajectories of physical activity, and binary logistic regression was performed to identify pre-retirement factors influencing changes in physical activity.

RESULTS

Our findings indicate that retirement can lead to a decline in physical activity among older Chinese residents (OR = 0.85, 95%CI 0.75 ~ 0.97). We identified three distinct trajectories of physical activity during the retirement transition: Trajectory 1 - "sustained low level of physical activity" (7.94%); Trajectory 2 - "middle level of physical activity with gradual decline" (69.16%); Trajectory 3 - "sustained high level of physical activity with significant fluctuations" (22.90%). Furthermore, we discovered that individuals in the "middle level of physical activity and gradual decline" trajectory were more likely to have an annual income exceeding 40,000 yuan (OR = 9.69, 95%CI 1.12 ~ 83.63), reside in urban areas (OR = 2.27, 95%CI 1.14 ~ 4.52), and have a fondness for playing Mahjong (OR = 2.42, 95%CI 1.18 ~ 5.00) compared to those in the "sustained high level of physical activity with significant fluctuations" trajectory. Additionally, having an annual income exceeding 40,000 yuan (OR = 19.67, 95%CI 1.30 ~ 298.61) predicted membership in the "sustained low level of physical activity" trajectory when compared to the "sustained high level of physical activity with significant fluctuations" trajectory.

CONCLUSION

Retirement represents a substantial milestone in the life course and is associated with notable alterations in physical activity patterns. Among older Chinese residents, the trajectories of physical activity during the retirement transition exhibit diverse paths and are influenced by pre-retirement factors, including annual income, residential location, and hobbies. The findings of this study have important implications for the formulation of policies aimed at promoting healthy aging among individuals approaching retirement age.

The active aging level of the rural older adults with disability in China: a cross-sectional study

Background

Active aging has been listed as an important indicator to measure the quality of life of the older adults and the construction of the senior care system. There is an imbalance between the supply and demand of senior care services for the disabled older adults in rural areas, and the quality of life needs to be improved.

Objectives

We aimed to analyze the current situation of active aging and the influencing factors of the rural disabled older adults, in order to provide a reference basis for improving the quality of life of the rural disabled older adults.

Methods

We conducted a multicenter and cross-sectional study, using the Barthel Index Scale and Chinese version of the Active Aging Scale, to facilitate the selection of 304 rural older adults with disability in 26 villages under Henan Province for a questionnaire survey.

Results

The mean score for the level of active aging of rural older adults with disability was 1.87 (SD 0.36), with the highest score for the dimension of being self-reliant (Mean2.29, SD 0.61) and lower scores for the dimension of active contribution to society (Mean 1.37, SD 0.55) and building up financial security (Mean 1.37, SD 0.57). The results of the multiple regression analysis showed higher levels of active aging among the disabled older adults with retirement pay, mild disability, and longer time per activity/rehabilitation exercise (p < 0.05).

Conclusion

Active aging of the rural disabled older adults is at a low level, with insufficient economic security and social participation. The national government should help improve the quality of primary health care in rural areas, build a friendly environment for senior communities, and improve policies to protect the welfare of the older adults, so as to collaboratively empower the disabled older adults in rural areas at three levels: health, participation, and protection.

Promoting active aging through assistive product design innovation: a preference-based integrated design framework

Background

With the accelerating trend of global aging, over one billion people need to use one or more types of assistive products. However, the high abandonment rate of current assistive products is affecting the quality of life of the older adults, posing challenges to public health. Accurately capturing the preference factors of the older adults in the design process is an important way to improve the acceptance of assistive products. In addition, a systematic approach is needed to translate these preference factors into innovative product solutions. These two issues are less addressed in existing research.

Methods

First, the evaluation grid method was used to conduct in-depth interviews with users and extract the structure of preference factors for assistive products. Quantification theory type I was used to calculate the weight of each factor. Secondly, universal design principles, TRIZ theory's contradiction analysis techniques, and invention principles were used to translate the preference factors into design guidelines. Then, finite structure method (FSM), morphological chart, and CAD techniques were used to visualize the design guidelines as alternatives. Finally, Analytic Hierarchy Process (AHP) was used to evaluate and rank the alternatives.

Results

A Preference-based Assistive Product Design Model (PAPDM) was proposed. The model includes three stages: definition, ideation, and evaluation. A case study on walking aid demonstrated the execution of PAPDM. The results show that 28 preference factors influence the four psychological needs of the older adults: sense of security, sense of independence, self-esteem, and sense of participation. These psychological needs were reflected in the shape, color, material, universality, user-friendly, reliability, and smart functions of assistive products. The preference factors were transformed into five design guidelines, and three alternatives were generated. Finally, the evaluation concludes that solution C was the optimal solution.

Conclusion

The PAPDM framework provides designers with a transparent, progressive approach to designing assistive products that meet unique needs and preferences of older adults. This enhances objectivity and scientific rigor in assistive product development, avoiding blind design and production. By considering the perspective of older adults from the outset, we can avoid high abandonment rates of assistive products and contribute to promoting active aging.

Older People's Usage Pattern, Satisfaction with Community Facility and Well-Being in Urban Old Districts

Community facilities are an important element that supports older people's daily life and promotes their well-being. However, there is a dearth of comprehensive studies on the effect of planning and design of different types of community facilities on older people's usage patterns and satisfaction. This study aims to provide a framework to explore the relationship among the planning of community facilities, older people's usage and satisfaction level and well-being for different types of community facilities. Both spatial analysis and questionnaire survey (n = 497) methods are employed in this study. This study finds that commercial (89.34%), municipal (83.10%) and leisure (88.13%) facilities are most commonly used by older people. This study suggests that older people's frequency of visiting community facilities is mainly affected by the purpose of visiting a community facility. Planning and design quality of the community facility are found to be significantly associated with older people's satisfaction level with using a community facility. In addition, older people's higher satisfaction level and usage level of community facilities could increase their physical and psychological well-being. The findings of this study not only contribute to the knowledge gap of older people's usage and satisfaction with using community facilities but also suggest that planners should aim toward a better distribution of community facilities to improve older adults' well-being.

A Multi-Agent Platform to Explore Strategies for Age-Friendly Community Projects in Urban China

BACKGROUND AND OBJECTIVES

Although numerous efforts have been made to promote age-friendly communities (AFCs) in urban China, challenges such as the engagement and management of stakeholders, budget constraints, and policy issues remain. This article describes the work of designing a multi-agent platform (MAP) for the briefing stage of AFC projects.

RESEARCH DESIGN AND METHODS

The process to design the MAP is first described, and the components and variables are identified. Then, a case study of a stakeholder consensus formation process is conducted using an agent-based simulation. Next, according to the simulation results, strategies to handle the conflicts arising among the stakeholders of AFC projects are proposed.

RESULTS

According to the agent-based simulation conducted, both the initial approval rate and the outside connection rate will affect the stakeholder consensus formation process. Although a higher initial approval rate and a lower outside connection rate may reduce the average convergence time, the results show that 3-5 rounds of information exchange are still needed before a consensus or dissent is formed.

DISCUSSION AND IMPLICATIONS

Investors are suggested to communicate with residents and alleviate their concerns regarding AFC projects to facilitate the consensus formation process during the briefing stage of AFC projects; they can also organize activities for residents to exchange information and ideas. The simulation conducted, together with the MAP built in this research, will serve as a reference to help researchers and practitioners further understand the briefing stage and explore efficient strategies for the successful implementation of AFC projects in urban China.