| Literature DB >> 28448458 |
Min Gao1, Yanyu Li2, Shengfa Zhang3, Linni Gu4, Jinsui Zhang5, Zhuojun Li6, Weijun Zhang7, Donghua Tian8.
Abstract
The "empty-nest" elderly family has become increasingly prevalent among old people in China. This study aimed to explore the causality between empty nests and elders' health using effective instrumental variables, including "whether old parents talk with their families when they are upset" and "ownership of housing". The results showed that empty nests had a significantly adverse influence on elders' physical health, cognitive ability and psychological health. Furthermore, urban elders' cognitive ability was more influenced by empty nests than that of rural elders. Additionally, the effects of an empty nest on elders" health were more significant among female, single elders and senior rural elders. "Living resources", "availability of medical treatment" and "social activity engagement" were found to be significant mediators between empty nests and elders' health, accounting for 35% of the total effect.Entities:
Keywords: 2 stage least squares (2SLS); empty nest; instrumental variable; limited-information maximum likelihood model (LIML); overall health
Mesh:
Year: 2017 PMID: 28448458 PMCID: PMC5451914 DOI: 10.3390/ijerph14050463
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Control variables.
| Age | 65–114 |
| Gender | (1 “male”; 0 “female”) |
| Marital status | (1 “married”; 0 “single (including unmarried, divorced or widowed)”) |
| Education years | 0–24 |
| Main source of income | (1 “myself and spouse”; 0 “others”) |
| Income | (ln (Annual Household Income)) |
| Medical insurance | (1 “have”; 0 “do not have”) |
| Sickness in the past two weeks | (1 “yes”; 0 “no”) |
| Smoking | (1 “yes”; 0 “no”) |
| Drinking alcohol | (1 “yes”; 0 “no”) |
| Exercising | (1 “yes”; 0 “no”) |
| Having community services | (1 “yes”; 0 “no”) |
| Area | (1 “east”; 2 “central”; 3 “west”) |
Note: The distribution of “Age” was relatively normal, so we did not process “Age” with logarithm; many elders are illiterate, and if we had processed “Education years” with logarithm, many data points would be deleted.
Sample description and analysis of variance, CLHLS 2008–2011.
| 2008 | 2011 | |||||||
|---|---|---|---|---|---|---|---|---|
| Dependent Variables | Empty Nest Elders | Non-Empty Nest Elders | Empty Nest Elders | Non-Empty Nest Elders | ||||
| Mean | SD | Mean | SD | Mean | SD | Mean | SD | |
| ADL | 2.882 * | 0.057 | 2.857 | 0.117 | 2.846 * | 0.148 | 2.771 | 0.238 |
| MMSE | 2.938 * | 0.553 | 2.692 | 0.887 | 2.924 * | 0.647 | 2.554 | 0.997 |
| PH | 2.876 * | 0.558 | 2.682 | 0.846 | 2.888 * | 0.567 | 2.640 | 0.914 |
| Gender | 0.543 * | 0.498 | 0.388 | 0.487 | 0.553 * | 0.497 | 0.393 | 0.488 |
| Age | 79.594 * | 9.264 | 84.886 | 11.295 | 81.569 * | 9.238 | 88.147 | 10.900 |
| Marital status | 0.624 * | 0.484 | 0.299 | 0.458 | 0.589 * | 0.492 | 0.264 | 0.441 |
| Education years | 2.689 * | 3.674 | 2.068 | 3.398 | 2.886 * | 3.771 | 1.990 | 3.324 |
| Main source of income | 0.250 * | 0.433 | 0.187 | 0.390 | 0.281 * | 0.450 | 0.195 | 0.396 |
| Income | 8.696 * | 1.613 | 9.576 | 1.139 | 8.724 * | 2.463 | 9.784 | 1.794 |
| Medical insurance | 0.074 | 0.262 | 0.066 | 0.248 | 0.856 | 0.351 | 0.835 | 0.371 |
| Sickness in the past two weeks | 0.166 | 0.372 | 0.145 | 0.352 | 0.208 | 0.406 | 0.225 | 0.418 |
| Smoking | 0.235 * | 0.424 | 0.181 | 0.385 | 0.214 * | 0.410 | 0.164 | 0.370 |
| Drinking alcohol | 0.220 | 0.414 | 0.181 | 0.385 | 0.193 | 0.395 | 0.159 | 0.366 |
| Exercising | 0.367 * | 0.482 | 0.305 | 0.461 | 0.405 * | 0.491 | 0.343 | 0.475 |
| Having community services | 0.250 | 0.433 | 0.274 | 0.446 | 0.508 | 0.500 | 0.486 | 0.500 |
| Area | 1.649 * | 0.844 | 1.802 | 0.888 | 1.622 * | 0.829 | 1.807 | 0.891 |
| Talk to families | 0.872 * | 0.334 | 0.924 | 0.265 | 0.847 * | 0.360 | 0.850 | 0.357 |
| Source of housing | 0.955 * | 0.207 | 0.955 | 0.208 | 0.909 * | 0.288 | 0.933 | 0.250 |
| Living resources | 0.759 * | 0.427 | 0.784 | 0.411 | 0.772 * | 0.420 | 0.790 | 0.408 |
| Availability of medical treatment | 0.919 * | 0.273 | 0.946 | 0.225 | 0.933 * | 0.250 | 0.944 | 0.231 |
| Social activities | 2.949 * | 0.308 | 2.807 | 0.378 | 2.924 * | 0.354 | 2.708 | 0.426 |
| n | 3297 | 4526 | 2922 | 4901 | ||||
Note: * p < 0.001; Contrasts were adjusted using the Bonferroni correction method for multiple comparisons.
Effects of an empty nest on urban and rural elders’ ADL.
| Urban Elders | Rural Elders | |||||||
|---|---|---|---|---|---|---|---|---|
| LIML Regression | 2SLS Regression | LIML Regression | 2SLS Regression | |||||
| First Stage | Second Stage | First Stage | Second Stage | First Stage | Second Stage | First Stage | Second Stage | |
| Talks to family | −0.101 *** | - | −0.101 *** | - | −0.137 *** | - | −0.137 *** | - |
| Source of housing | −0.030 | - | −0.030 | - | −0.064 ** | - | −0.064 ** | - |
| Empty nest | - | −0.617 *** | - | −0.616 *** | - | −0.238 *** | - | −0.232 *** |
| Gender | 0.045 ** | 0.033 * | 0.045 ** | 0.033 ** | 0.062 *** | 0.023 *** | 0.062 *** | 0.023 *** |
| Age | −0.005 *** | −0.008 *** | −0.005 *** | −0.008 *** | −0.006 *** | −0.005 *** | −0.006 *** | −0.005 *** |
| Marital status | 0.269 *** | 0.159 *** | 0.269 *** | 0.159 *** | 0.232 *** | 0.049 *** | 0.232 *** | 0.047 *** |
| Education years | −0.001 | −0.001 | −0.001 | −0.001 | −0.004 * | −0.002 ** | −0.004 * | −0.002 ** |
| Main source of income | 0.069 *** | 0.023 | 0.069 *** | 0.023 | 0.057 *** | 0.014 | 0.057 *** | 0.014 |
| Income | −0.076 *** | −0.050 *** | −0.076 *** | −0.050 *** | −0.074 *** | −0.021 *** | −0.074 *** | −0.020 *** |
| Medical insurance | −0.003 | −0.019 * | −0.003 | −0.019 * | −0.020 * | −0.044 *** | −0.020* | −0.044 *** |
| Sickness in the past two weeks | −0.032 * | −0.081 *** | −0.032 * | −0.080 *** | −0.006 | −0.051 *** | −0.006 | −0.051 *** |
| Smoking | −0.041 * | −0.016 | −0.041 * | −0.016 | −0.019 | 0.009 | −0.019 | 0.009 |
| Drinking alcohol | −0.007 | 0.019 | −0.007 | 0.019 | −0.001 | 0.009 | −0.001 | 0.009 |
| Exercising | 0.030 * | 0.089 *** | 0.030 * | 0.089 *** | 0.024 * | 0.051 *** | 0.024* | 0.051 *** |
| Having community services | 0.010 | −0.003 | 0.010 | −0.003 | −0.007 | −0.008 | −0.007 | −0.008 * |
| Central area | −0.025 | −0.027 | −0.025 | −0.027 * | −0.088 *** | −0.027 *** | −0.088 *** | −0.027 *** |
| West area | −0.083 *** | −0.031 | −0.083 *** | −0.030 * | −0.100 *** | 0.001 | −0.100 *** | 0.002 |
| _cons | 1.544 *** | 4.118 *** | 1.544 *** | 4.117 *** | 1.710 *** | 3.553 *** | 1.710 *** | 3.543 *** |
| n | 2931 | 2931 | 4892 | 4892 | ||||
| F | 13.866 | 97.093 | 37.566 | 168.443 | ||||
| 0.000 | 0.000 | 0.000 | 0.000 | |||||
Note: Standard errors in parentheses; * p < 0.05, ** p < 0.01, *** p < 0.001.
Effects of an empty nest on urban and rural elders’ MMSE scores.
| Urban Elders | Rural Elders | |||||||
|---|---|---|---|---|---|---|---|---|
| LIML Regression | 2SLS Regression | LIML Regression | 2SLS Regression | |||||
| First Stage | Second Stage | First Stage | Second Stage | |||||
| Talks to family | −0.101 *** | - | −0.137 *** | - | ||||
| Source of housing | −0.030 | - | −0.064 ** | - | ||||
| Empty nest | - | −2.438 *** | — | −2.387 *** | ||||
| Gender | 0.045 ** | 0.224 ** | 0.045 ** | 0.213 *** | 0.062 *** | 0.291 *** | 0.062 *** | 0.288 *** |
| Age | −0.005 *** | −0.045 *** | −0.005 *** | Second stage | First stage | Second stage | First stage | −0.045 *** |
| Marital status | 0.269 *** | 0.931 *** | 0.269 *** | - | −0.101 *** | - | −0.137 *** | 0.529 *** |
| Education years | −0.001 | 0.008 | −0.001 | - | −0.030 | - | −0.064 ** | −0.001 |
| Main source of income | 0.069 *** | 0.260 ** | 0.069 *** | −3.585 *** | - | −3.333 *** | - | 0.223 *** |
| Income | −0.076 *** | −0.278 *** | −0.076 *** | −0.259 *** | −0.074 *** | −0.195 *** | −0.074 *** | −0.191 *** |
| Medical insurance | −0.003 | 0.030 | −0.003 | 0.030 | −0.020* | −0.025 | −0.020 * | −0.024 |
| Sickness in the past two weeks | −0.032 * | −0.206 ** | −0.032 * | −0.200 *** | −0.006 | −0.124 *** | −0.006 | −0.124 *** |
| Smoking | −0.041 * | −0.148 | −0.041 * | −0.138 * | −0.019 | −0.006 | −0.019 | −0.005 |
| Drinking alcohol | −0.007 | 0.015 | −0.007 | 0.017 | −0.001 | −0.010 | −0.001 | −0.010 |
| Exercising | 0.030 * | 0.326 *** | 0.030 * | 0.318 *** | 0.024 * | 0.204 *** | 0.024 * | 0.202 *** |
| Having community services | 0.010 | 0.034 | 0.010 | 0.031 | −0.007 | 0.026 | −0.007 | 0.026 |
| Central area | −0.025 | −0.093 | −0.025 | −0.086 | −0.088 *** | −0.348 *** | −0.088 *** | −0.343 *** |
| West area | −0.083 *** | −0.247 * | −0.083 *** | −0.227 ** | −0.100 *** | −0.300 *** | −0.100 *** | −0.295 *** |
| _cons | 1.544 *** | 10.005 *** | 1.544 *** | 9.640 *** | 1.710 *** | 9.063 *** | 1.710 *** | 8.983 *** |
| n | 2931 | 2931 | 4892 | 4892 | ||||
| F | 12.526 | 97.093 | 42.178 | 168.443 | ||||
| 0.000 | 0.000 | 0.000 | 0.000 | |||||
Note: Standard errors in parentheses; * p < 0.05, ** p < 0.01, *** p < 0.001.
Effects of an empty nest on urban and rural elders’ psychological health.
| Urban Elders | Rural Elders | |||||||
|---|---|---|---|---|---|---|---|---|
| LIML Regression | 2SLS Regression | LIML Regression | 2SLS Regression | |||||
| First Stage | Second Stage | First Stage | Second Stage | First Stage | Second Stage | First Stage | Second Stage | |
| Talks to family | −0.101 *** | - | −0.101 *** | - | −0.137 *** | - | −0.137 *** | - |
| Source of housing | −0.030 | - | −0.030 | - | −0.064 ** | - | −0.064 ** | - |
| Empty nest | - | −3.751 *** | - | −3.503 *** | - | −2.595 *** | - | −2.496 *** |
| Gender | 0.045 ** | 0.185 * | 0.045 ** | 0.173 ** | 0.062 *** | 0.218 *** | 0.062 *** | 0.211 *** |
| Age | −0.005 *** | −0.037 *** | −0.005 *** | −0.036 *** | −0.006 *** | −0.037 *** | −0.006 *** | −0.036 *** |
| Marital status | 0.269 *** | 0.979 *** | 0.269 *** | 0.916 *** | 0.232 *** | 0.587 *** | 0.232 *** | 0.567 *** |
| Education years | −0.001 | 0.007 | −0.001 | 0.007 | −0.004 * | −0.005 | −0.004 * | −0.005 |
| Main source of income | 0.069 *** | 0.303 ** | 0.069 *** | 0.285 *** | 0.057 *** | 0.219 *** | 0.057 *** | 0.213 *** |
| Income | −0.076 *** | −0.287 *** | −0.076 *** | −0.268 *** | −0.074 *** | −0.195 *** | −0.074 *** | −0.187 *** |
| Medical insurance | −0.003 | 0.034 | −0.003 | 0.035 | −0.020 * | 0.011 | −0.020 * | 0.013 |
| Sickness in the past two weeks | −0.032 * | −0.238 *** | −0.032 * | −0.232 *** | −0.006 | −0.151 *** | −0.006 | −0.152 *** |
| Smoking | −0.041 * | −0.157 | −0.041 * | −0.147 * | −0.019 | 0.001 | −0.019 | 0.003 |
| Drinking alcohol | −0.007 | 0.015 | −0.007 | 0.017 | −0.001 | 0.018 | −0.001 | 0.018 |
| Exercising | 0.030 * | 0.309 *** | 0.030 * | 0.302 *** | 0.024 * | 0.208 *** | 0.024 * | 0.205 *** |
| Having community services | 0.010 | 0.034 | 0.010 | 0.032 | −0.007 | 0.010 | −0.007 | 0.011 |
| Central area | −0.025 | −0.117 | −0.025 | −0.110 | −0.088 *** | −0.367 *** | −0.088 *** | −0.358 *** |
| West area | −0.083 *** | −0.257 * | −0.083 *** | −0.237 ** | −0.100 *** | −0.300 *** | −0.100 *** | −0.290 *** |
| _cons | 1.544 *** | 9.474 *** | 1.544 *** | 9.116 *** | 1.710 *** | 8.397 *** | 1.710 *** | 8.241 *** |
| n | 2931 | 2931 | 4892 | 4892 | ||||
| F | 7.010 | 97.093 | 22.155 | 168.443 | ||||
| 0.000 | 0.000 | 0.000 | 0.000 | |||||
Note: Standard errors in parentheses; * p < 0.05, ** p < 0.01, *** p < 0.001.
Interaction analysis between two factors.
| Rural | Urban | Female | Male | 65–74 Years of Age | Over 75 Years of Age | Single | Married | |
|---|---|---|---|---|---|---|---|---|
| Female | 55.21 | 53.92 | ||||||
| Male | 44.79 | 46.08 | ||||||
| 0.117 | ||||||||
| 65–74 years of age | 23.71 | 24.48 | 20.78 | 27.90 | ||||
| Over 75 years of age | 76.29 | 75.52 | 79.22 | 72.10 | ||||
| 0.277 | 0.000 | |||||||
| Single | 60.25 | 56.70 | 74.53 | 40.05 | 25.81 | 69.38 | ||
| Married | 39.75 | 43.30 | 25.47 | 59.95 | 74.19 | 30.62 | ||
| 0.000 | 0.000 | 0.000 | ||||||
| Does not exercise | 72.22 | 53.24 | 70.43 | 58.68 | 56.70 | 67.77 | 69.42 | 58.92 |
| Exercises | 27.78 | 46.76 | 29.57 | 41.32 | 43.30 | 32.23 | 30.58 | 41.08 |
| 0.000 | 0.000 | 0.000 | 0.000 | |||||
Effect of an empty nest on elders’ health in different groups.
| Dependent Variable: ADL = 1 | Dependent Variable: MMSE = 1 | Dependent Variable: PH | ||||
|---|---|---|---|---|---|---|
| By gender | Male | Female | Male | Female | Male | Female |
| Urban | −1.011 | −0.472 ** | −5.791 | −2.727 *** | −5.633 | −3.008 *** |
| Rural | −0.229 * | −0.237 *** | −2.672 *** | −2.355 *** | −2.807 ** | −2.538 *** |
| By age | 65–74 years of age | Over 75 years of age | 65–74 years of age | Over 75 years of age | 65–74 years of age | Over 75 years of age |
| Urban | −0.299 | −0.681 ** | −1.489 | −3.966 *** | −0.964 | −4.315 *** |
| Rural | −0.038 | −0.287 *** | −0.523 * | −2.906 *** | −0.426 | −3.121 *** |
| By marriage | Married | Single | Married | Single | Married | Single |
| Urban | 0.822 | −0.448 *** | 2.586 | −2.623 *** | 2.315 * | −2.749 *** |
| Rural | 0.641 | −0.200 *** | 5.546 | −2.171 *** | 4.945 | −2.311 *** |
| By exercise | Exercises | Does not exercise | Exercises | Does not exercise | Exercises | Does not exercise |
| Urban | −0.088 | −1.031 ** | −0.736 | −6.175 ** | −0.520 | −6.664 ** |
| Rural | 0.001 | −0.320 *** | −1.550 ** | −2.738 *** | −1.522 ** | −2.967 *** |
Note: Standard errors in parentheses; * p < 0.1, ** p < 0.05, *** p < 0.001.
Mediating effect between an empty nest and elders’ health.
| Variables | Urban Area | Rural Area | ||||
|---|---|---|---|---|---|---|
| Sobel Test (Z) | Direct Effect | Mediating Effect | Sobel Test (Z) | Direct Effect | Mediating Effect | |
| −1.662 *** | −0.629 *** | |||||
| Living resources | −2.715 ** | 4.21% | −3.211 *** | 4.74% | ||
| Availability of medical treatment | −2.527 ** | 6.51% | −2.082 * | 4.11% | ||
| Social activities | −1.597 | - | −3.371 *** | 15.87% | ||
| −1.474 *** | −1.172 *** | |||||
| Living resources | −2.858 ** | 4.36% | −4.186 *** | 3.61% | ||
| Availability of medical treatment | −2.380 * | 4.84% | −3.874 *** | 4.12% | ||
| Social activities | −1.598 | - | −3.381 *** | 9.08% | ||
| −1.976 ** | −1.406 *** | |||||
| Living resources | −3.388 *** | 7.68% | −5.431 *** | 7.69% | ||
| Availability of medical treatment | −3.616 *** | 8.33% | −5.505 *** | 7.43% | ||
| Social activities | −1.596 | - | −3.361 *** | 5.79% | ||
Note: (1) Standard errors in parentheses; (2) * p < 0.1, ** p < 0.05, *** p < 0.001; (3) Mediation effect calculation: represents the mediating effect; represents the coefficient of the effect of an empty nest on mediator variables; represents the coefficient of the mediator variables on elders’ health; represents the direct coefficient of the effect of an empty nest on elders’ health.