Determinants of rate of change in functional disability: An application of latent growth curve modeling

Relationship Between Multiple Roles and Leisure-Time Physical Activities in Working-Age Women

BACKGROUND

Multiple role theory has proven effective in predicting variations in health, and a growing body of research has shown the importance of taking women's roles into account when analyzing physical activity levels. Nonetheless, researchers have yet to characterize the interaction between the various roles played by women and their physical activity.

PURPOSE

The objectives of this study were to elucidate the relationship between multiple roles and leisure-time physical activities (LTPAs) and to determine whether LTPA varies among women across different roles.

METHODS

Data were derived from the 2013 National Health Interview Survey database provided by the Health Promotion Administration of Taiwan's Ministry of Health and Welfare, which includes 5,147 working-age women. The current study focused on women aged 20-50 years. The roles considered in this study included living with a partner, living with children, and employment status. LTPA levels were categorized as regular, inactive, or insufficient based on the LTPA metabolic equivalent in the previous week. The associations among level of LTPA, multiple roles, and demographic characteristics were analyzed using multiple regression analysis.

RESULTS

We found single mothers with children to be more inactive than partnered mothers, and women living with a partner and those living with children were more likely to be inactive, whereas women working full-time were not at risk of inactivity. Women who assumed a larger number of roles were at a greater risk of inactivity. These findings are consistent with role strain theory.

CONCLUSIONS

Single mothers with children are more inactive than partnered mothers, and appropriate social support programs are necessary to reduce further disparities. Second, multiple demands on working-age women limit the time available for LTPAs, particularly among women living with a partner and children and engaged in full-time work. A physical activity intervention is a program or initiative designed to promote physical activity and improve health outcomes. We should develop and provide sustainable physical activity resources through the help of partners' housework to better promote physical activity intervention for working-age women.

Determinants of functional disability trajectories: An assessment of the disablement model and life-course perspective

AIM

Functional disability is a widespread challenge faced by the older population in China, where those with functional disabilities demand greater healthcare and geriatric services. This study performs a longitudinal analysis examining the effects of physiological conditions, intra-, and extra-individual factors, and life-course socioeconomic status risk factors on the disability levels and change rates of functional disability trajectories in old age.

METHODS

Data for this study came from the four waves of the China Health and Retirement Longitudinal Survey. A latent growth model was used to analyze the functional disability of 5044 older adults aged 60 and over in 2011 who survived to 2018.

RESULTS

Pathologies are closely associated with functional disability trajectories, and higher numbers of comorbidities relate to more disabilities. Risk factors and intra- and extra-individual factors affect functional disability trajectories and work through independent and shared mechanisms. The effects of risk factors can be traced to childhood conditions, and higher childhood and adulthood socioeconomic status is related to fewer functional disabilities.

CONCLUSION

Functional disability trajectories are dynamic processes related to pathologies, intra-, and extra-individual factors, and life-course risk factors, and thus prevention and control measures should focus on both childhood and adulthood. Promoting working in later life and improving childhood socioeconomic status deserve prompt attention. Geriatr Gerontol Int 2023; 23: 817-829.

Differing determinants of disability trends among men and women aged 50 years and older

Background

Researchers have emphasized the importance of examining how different factors affect men’s and women’s functional status over time. To date, the literature is unclear about whether sex affects the rate of change in disability in middle to older age. Researchers have further emphasized the importance of examining how different factors affect men’s and women’s functional status over time. We examined (a) sex differences in disability trends and (b) the determinants of the rate of change in disability for men and women 50 years and older.

Methods

This study utilized the Taiwan Longitudinal Study on Aging Survey, a nationally representative database (four waves of survey data 1996–2007, N = 3429). We modeled and compared the differences in disability trends and the influences of determinants on trends among men and women using multiple-indicator and multiple-group latent growth curves modeling (LGCM). Equality constraints were imposed on 10 determinants across groups.

Results

Once disability began, women progressed toward greater disability 18% faster than men. Greater age added about 1.2 times the burden to the rate of change in disability for women than men (p < 0.001). More comorbidities also added significantly more burden to baseline disability and rate of change in disability among women than men (p < 0.001), but women benefited more from higher education levels in lower baseline disability and slower rate of change. Having a better social network was associated with lower baseline disability among women only (p < 0.05). For both men and women, physically active leisure-time activities were beneficial in lower baseline disability (p_{men and women} < 0.001) and rate of change in disability (p_men < 0.01; p_women < 0.05), with no significant differences between groups.

Conclusions

Age may widen the sex gap in the rate of change in disability. However, both sexes benefit from participating in leisure-time activities. Promoting health literacy improves health outcomes and physical function among women.

Supplementary Information

The online version contains supplementary material available at 10.1186/s12877-021-02574-3.

How Does Diabetes Accelerate Normal Aging? An Examination of ADL, IADL, and Mobility Disability in Middle-aged and Older Adults With and Without Diabetes

OBJECTIVES

To build an age norm to quantify and compare the different progression rates of disability in people with and without diabetes.

METHODS

Data were extracted from 5,131 adults aged 50 and older from the Taiwan Longitudinal Study in Aging (TLSA) conducted in 1996. Using multilevel mixed models, the disabilities were measured in 1999, 2003, and 2007.

RESULTS

Diabetes accelerated the occurrence and progression of disabilities during aging. Participants with diabetes developed to mobility, IADL, and ADL at the age of 55, near the age of 60, and near the age of 70, respectively. Diabetes accelerated the onset of disabilities of mobility by 3 years, IADL by 7 years, and ADL by 11 years. In the fully adjusted model, diabetes remains a robust predictor for levels of disability (Mobilityβ_DM = 1.668, p < 0.001, IADLβ_DM = 1.031, p < 0.001) (IADβ_DM = 0.690, p < 0.001), and rate of change for developing mobility disability (Mobilityβ_DM*age = 0.088, p < 0.001).

CONCLUSIONS

This study showed that diabetes accelerated the occurrence and progression of disabilities starting in middle age. A three to eleven years of acceleration on disability development on mobility, IADL, and ADL was observed.

Continuous Use of Home Care Services and Functional Performance: A Population-Based Approach

BACKGROUND

Home care (HC) services are the foundational service in Taiwan, such as personal care, housekeeping, showers, meal preparation, and so on. We used population-representative data to evaluate the effects of HC services use on the long-term functional performance of older adults.

METHOD

This longitudinal study used latent growth curve modeling, measured as trajectories in activities of daily living (ADL) ability. We retrieved data for 1,851 care recipients from the Long-Term Care Service Management System database.

RESULTS

Continuous use of HC services had positive effects on functional performance over time of declining functional capacity (β = .075, p < .05). While greater age was associated with slower increases in ADL scores, being female and living alone were associated with faster increases in ADL scores.

DISCUSSION

Continuous use of the HC services provided has a significant impact on maintaining or improving functional performance among older adults in the early stage of declined functional capacity.

The Influence of Intrinsic Motivation on Pay Satisfaction Among Caregivers in Residential Home for the Elderly in China: The Mediating Role of Job Burnout

BACKGROUND

According to the theory of compensating differentials, caregivers with high levels of intrinsic motivation should exhibit a higher-than-average satisfaction with their pay. Whereas studies conducted in Western countries have provided empirical evidence for the theory of compensating differentials in various care settings, few studies have been conducted in China that focus on caregivers employed in residential homes for the elderly (RHE). The sociodemographic characteristics of caregivers in China different significantly from their counterparts in Western countries.

PURPOSE

This study was developed to analyze the mediating role of job burnout to assess the influence of intrinsic motivation on pay satisfaction among caregivers in RHE.

METHODS

Structural equation modeling was used to examine the influences of intrinsic motivation on pay satisfaction in a sample of 1,212 caregivers employed in RHE in China by analyzing the mediating role of job burnout.

RESULTS

Intrinsic motivation was found to relate positively to pay satisfaction (β = .11, p < .05). Negative relationships were identified between intrinsic motivation and job burnout (β = -.46, p < .01) and between job burnout and pay satisfaction (β = -.13, p < .01). Job burnout was found to have a significant mediating effect on the relationship between intrinsic motivation and pay satisfaction (β = .06, p < .01).

CONCLUSIONS/IMPLICATIONS FOR PRACTICE

A significant relationship was found between intrinsic motivation and pay satisfaction, with job burnout playing a mediating role in caregivers employed in RHE in China. This research has profound implications for nursing education, practice, and research. First, greater efforts should be focused on instilling nursing values in nursing students to foster intrinsic motivation. Second, nonpecuniary rewards may be offered to caregivers to acknowledge the values of care work and strengthen intrinsic motivation. Third, a supportive working climate should be fostered to reduce job burnout. Fourth, caregivers should be informed of their rights to decent pay and their right to bargain collectively through unions. Fifth, appropriate public policies should be implemented to provide pay for caregivers at levels that recognize and appreciate their intrinsic motivation.

Association Between Baseline Glycemic Markers (HbA1c) and 8-Year Trajectories of Functional Disability

BACKGROUND

This study assessed whether baseline (i) HbA1c (low [<5.7%], intermediate [5.7%-6.4%], and high [≥6.5%]) and (ii) glycemic control (7% HbA1c cutoff) in participants with self-reported diabetes were associated with differential 8-year functional disability trajectories.

METHODS

We used data from the 2006-2014 waves of the Health and Retirement Study for adults aged 50 years and older. Latent class mixture modeling was used to identify distinct functional disability trajectory classes. Multinomial logistic regression analysis examined the association between the newly constructed trajectories and baseline HbA1c levels, and glycemic control, respectively.

RESULTS

All participants (N = 5,966) were classified into four functional disability trajectory classes (no disability, low disability, low-increasing, and high-increasing). Participants with elevated HbA1c were at greater risk of being classified into the high-increasing (relative risk ratios = 1.63, 95% confidence interval [CI] = 1.25-2.11) trajectory class. Results showed significant effect modification by age and race. Three functional disability trajectories (no disability, low-increasing, and high-increasing) were identified for participants with self-reported diabetes (n = 1,119). There was no significant association between glycemic control in adults with self-reported diabetes and functional disability trajectory classes.

CONCLUSIONS

Participants with intermediate HbA1c and elevated HbA1c were more likely to be classified into the trajectories with progressing disability over the study period. More research is needed to better understand the association between glycemic markers and functional disability trajectories. Such research may provide insights into improvements for clinical care, self-management, and public health interventions for both conditions.

Leisure time activities as mediating variables in functional disability progression: An application of parallel latent growth curve modeling

Objectives

The aims of this study were to investigate (1) whether and (2) the extent to which Taiwanese older adults’ leisure time activity (LTA) trajectories mediated the potential association between their sociodemographic factors and their functional disability trajectories.

Methods

Longitudinal data from four waves of the Taiwan Longitudinal Study on Aging (TLSA), collected between 1996 and 2007, were used for analysis (N = 3,429). Parallel-process latent growth curve modeling was adopted to evaluate the process by which LTA mediated between sociodemographic factors (age, gender, education, self-rated health, comorbidities, and depression) and the outcome process of functional disabilities.

Results

When mediated by baseline level of LTA, five sociodemographic factors—age, gender, education level, self-rated health, and number of comorbidities—had significant and negative mediating effects on baseline or change in functional disability, thus improving disability outcomes. However, four of the sociodemographic factors (age, education level, and number of comorbidities), when mediated through the rate of change in LTA, were found to have significant and positive mediating effects, which increased disability levels. The proportion of effects mediated by the LTA trajectory ranged from 0% to 194%.

Discussion

The large proportion of effects mediated through the LTA process underlines the importance of LTA to public health policy and health programs for older adults. The study’s findings shed light on how to better target populations of older adults to promote an active lifestyle and achieve more successful aging in late life in Asian countries.

The Protective Effects of Informal Care Receipt Against the Progression of Functional Limitations Among Chinese Older People

Objective

This study investigates the impacts of receiving informal care on the progression of functional limitations among older people aged 60 and older in China.

Methods

The data come from three waves of the China Health and Retirement Longitudinal Survey, which collected health- and aging-related information on a nationally representative sample of Chinese older people from 2011 to 2015. Multilevel regression models were used to analyze the data.

Results

The protective effect of receiving informal care is stronger for the first 2 years after the baseline survey and tends to fade away or be reversed 4 years later. The protective effect is stronger among older people receiving low-intensity informal care and is gradually weakened with an increase in care intensity.

Discussion

Trajectories of function capabilities are deeply embedded in social relationships. In the context of rapid population aging and increasing demand for informal care, government support for caregivers is needed to sustain the protective effects of informal care.

The relationship and mechanism between education and functional health status transition among older persons in China

BACKGROUND

Despite decades of study, debates exist surrounding the relationship between education and functional health status transition among elderly populations. This study aims to add evidence to the debates using China as a case study. Specifically, this study analysed the association of education with functional health status transition and then the mechanism behind that association using the budget constraint relax hypothesis and the efficiency improvement hypothesis among elderly population in China.

METHODS

Based on data from the Chinese Longitudinal Healthy Longevity Surveys from 2008 and 2011, this study focussed on adults aged 65 years and above, with a final sample size of 12,112. A generalised structural equation model was used to analyse the relationship between education and functional health status transition and the mechanism behind that association.

RESULTS

During the three examined years, among elderly adults who were nondisabled at baseline, 53.1% stayed nondisabled, 14.6% became disabled, and 32.3% died; among those disabled in 2008, 8.1% recovered, 21.6% stayed disabled, and 70.3% died. Compared with older adults without any education, those who had attended primary schools had both lower mortality and disability, whereas those who had attended high schools and above only had a lower mortality rate. The budget constraint relax hypothesis and the efficiency improvement hypothesis explained the majority of the relationship between education and transition from non-disability to death, but hardly explained the transition from non-disability to disability. Furthermore, once a person was disabled, education had no significant relationship with functional ability recovery or mortality.

CONCLUSIONS

Attending primary school seems to provide the highest benefit to functional health status transition among older and nondisabled persons in China. Those who attended high schools and above are expected to live a longer life with disability. The mechanism between education and the onset of disability needs more discussion.

Mobility Trajectories at the End of Life: Comparing Clinical Condition and Latent Class Approaches

OBJECTIVES

To assess mobility disability trajectories before death in a large sample of very old adults using two analytical approaches to determine how well they corresponded.

DESIGN

Decedent sample from the Health, Aging and Body Composition (Health ABC) Study. Data were collected between 1997 and 2015.

SETTING

Pittsburgh, Pennsylvania, and Memphis, Tennessee.

PARTICIPANTS

Individuals randomly selected from well-functioning white Medicare beneficiaries and all black community residents meeting age criteria (70-79) (N = 3,075).

MEASUREMENTS

Participants were interviewed in person or by phone at least every six months throughout the study. Of the 1,991 participants who died by the end of the study, 1,410 had been interviewed for 3 years before death, including an interview 6 months before dying. We analyzed self-reported mobility collected prospectively at 6-month intervals during the last 3 years of life. We derived trajectories in two ways: by averaging decline within decedent groups prespecified according to clinical conditions and by estimating trajectory models using maximum-likelihood semiparametric modeling.

RESULTS

Ninety-eight percent of decedents were classified according to 4 prespecified clinical conditions (sudden death, terminal, organ failure, frailty), which produced groups with different characteristics. Five disability trajectories were identified: late decline, progressive disability, moderate disability, early decline, and persistent disability. Disability trajectory and clinical condition grouping confirmed previous research but were only marginally related.

CONCLUSION

Derived disability trajectories and grouping according to clinical condition provide useful information about different facets of the end-of-life experience. The lack of fit between them suggests a need for greater attention to heterogeneity in disability in the period before death.