The Moderating Effect of Social Participation on the Relationship between Urban Green Space and the Mental Health of Older Adults: A Case Study in China
Abstract
:1. Introduction
2. Literature Review
2.1. Mental Health and Its Measurements
2.2. Influencing Factors
2.2.1. Urban Environmental Factors
2.2.2. Social Environment Influencing Factors
2.3. Research on Older Adults
3. Materials and Methods
3.1. Data Sources
3.2. Variables and Measurement
3.2.1. Dependent Variables
3.2.2. Independent Variable
3.2.3. Moderating Variable
3.2.4. Control Variables
3.3. Research Methods
3.3.1. Linear Regression Model
3.3.2. Moderating Effect Analysis
4. Results
5. Discussion
5.1. Urban Green Space
5.2. Solitary and Non-Solitary Older Adults
5.3. Limitations and Future Directions
6. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Characteristic | Total | Non-Solitary | Solitary |
---|---|---|---|
Total number | 3501 | 3199 | 302 |
Mean age (years) | 67.72 | 67.55 | 69.5 |
Sex (%) | |||
Male | 40.7 | 40.7 | 40.7 |
Female | 59.3 | 59.3 | 59.3 |
CPC membership (%) | |||
Member | 6.8 | 6.8 | 6.6 |
Non-member | 93.2 | 93.2 | 93.4 |
Hukou (%) | |||
Local | 94.9 | 94.8 | 95.7 |
Non-local | 5.1 | 5.2 | 4.3 |
Education (%) | |||
Primary school or below | 61.2 | 60.9 | 64.6 |
Junior high school | 23.5 | 23.9 | 18.5 |
High school | 13.2 | 13 | 14.9 |
College or above | 2.1 | 2.1 | 2 |
Income (%) | |||
0–50,000 | 56 | 55 | 56.8 |
50,000–100,000 | 4.4 | 3 | 4.5 |
100,000–200,000 | 0.2 | 0.7 | 0.2 |
200,000 or above | 38.7 | 41.3 | 38.5 |
Category | Mean Value | T-Value | p-Value | |
---|---|---|---|---|
Sex | Male | 72.88 | 4.805 | 0.000 |
Female | 71.39 | |||
CPC membership | Member | 75.04 | 6.718 | 0.000 |
Non-member | 71.77 | |||
Hukou | Local | 74.59 | 6.431 | 0.000 |
Non-local | 71.74 | |||
Marital status | Non-solitary | 72.12 | 2.187 | 0.029 |
Solitary | 70.71 | |||
Sickness and injury status | No sickness or injury in the last two weeks | 72.69 | 9.812 | 0.000 |
Sickness and injury within the last two weeks | 68.03 | |||
Hospitalization history | No hospitalizations since July 2017 | 72.54 | 7.911 | 0.000 |
Hospitalization since July 2017 | 68.7 | |||
History of alcohol consumption | No history of alcohol consumption | 71.81 | −2.481 | 0.013 |
History of alcohol consumption | 72.79 |
Variable | Model 1 | Model 2 | ||
---|---|---|---|---|
Coefficient (95% CI) | Standard Error | Coefficient (95% CI) | Standard Error | |
Urban environment | ||||
Greening rate | 0.192 *** (0.10, 0.27) | 0.044 | 0.19 *** (0.10, 0.27) | 0.044 |
Urbanization rate | −0.079 *** (−0.11, −0.04) | 0.017 | −0.08 *** (−0.11, −0.04) | 0.017 |
Road density | 2.714 *** (1.90, 3.52) | 0.411 | 2.716 *** (1.91, 3.52) | 0.411 |
Air quality (PM2.5) | 0.023 (−0.00, 0.05) | 0.015 | 0.023 (−0.00, 0.05) | 0.015 |
Tertiary hospitals | 0.057 *** (0.02, 0.08) | 0.015 | 0.06 *** (0.03, 0.09) | 0.016 |
Population density | −0.002 *** (−0.00, −0.00) | 0.000 | −0.002 *** (−0.00, −0.00) | 0.000 |
Social environment | ||||
Community cohesion | 0.128 * (−0.00, 0.26) | 0.07 | 0.126 * (−0.07, 1.00) | 0.07 |
Life satisfaction | 0.48 * (−0.06, 1.02) | 0.276 | 0.463 * (0.59, 1.62) | 0.276 |
Happiness | 1.101 *** (0.58, 1.62) | 0.265 | 1.109 *** (0.59, 1.62) | 0.265 |
Economic satisfaction | 1.268 *** (0.90, 1.62) | 0.184 | 1.296 *** (0.93, 1.65) | 0.185 |
Sense of security | 0.324 *** (0.24, 0.40) | 0.042 | 0.321 *** (0.23, 0.40) | 0.042 |
Individual health | ||||
History of alcohol consumption | −0.184 (−0.99, 0.62) | 0.412 | 2.797 (−0.97, 0.64) | 0.412 |
Sickness and injury | 2.789 *** (1.95, 3.62) | 0.424 | 2.797 *** (1.96, 3.62) | 0.423 |
Hospitalization history | 2.239 *** (1.39, 3.08) | 0.429 | 2.261 *** (1.41, 3.10) | 0.429 |
Sociodemographic characteristics | ||||
Hukou | 0.264 (−1.03, 1.56) | 0.661 | 0.234 (−1.06, 1.53) | 0.661 |
CPC membership | 0.611 (−0.57, 1.81) | 0.607 | 0.654 (−0.53, 1.84) | 0.607 |
Sex | 0.915 *** (0.24, 1.58) | 0.343 | 0.905 *** (0.23, 1.57) | 0.343 |
Marital status | 0.817 (−0.19, 1.83) | 0.517 | 0.815 (−0.19, 1.82) | 0.517 |
Education | 0.795 *** (0.39, 1.2) | 0.207 | 0.814 *** (0.40, 1.22) | 0.209 |
Income | 0.324 *** (0.15, 0.48) | 0.084 | 0.336 *** (0.17, 0.50) | 0.085 |
Moderating variable | ||||
Social participation | 0.022 (−0.07, 0.12) | 0.051 | ||
Interaction term | ||||
Greening rate × social participation | 0.034 ** (0.00, 0.06) | 0.015 | ||
Constant | 39.986 *** (35.24, 44.72) | 2.419 | 39.354 *** (33.40, 45.30) | 3.033 |
R2 | 0.176 | 0.178 |
Variable | Model 3 | Model 4 | ||
---|---|---|---|---|
Coefficient (95% CI) | Standard Error | Coefficient (95% CI) | Standard Error | |
Urban environment | ||||
Greening rate | 0.279 * (−0.05, 0.61) | 0.168 | 0.343 ** (0.01, 0.67) | 0.169 |
Urbanization rate | −0.22 *** (−0.34, −0.09) | 0.063 | −0.212 *** (−0.33, −0.08) | 0.063 |
Road density | 4.447 *** (1.33, 7.55) | 1.579 | 4.504 *** (1.41, 7.59) | 1.568 |
Air quality (PM2.5) | 0.037 (−0.07, 0.15) | 0.057 | 0.038 (−0.07, 0.15) | 0.057 |
Tertiary hospitals | 0.189 *** (0.08, 0.29) | 0.055 | 0.168 *** (0.05, 0.27) | 0.055 |
Population density | −0.003 * (−0.00, 0.00) | 0.002 | −0.003 * (−0.00, 0.00) | 0.002 |
Social environment | ||||
Community cohesion | 0.332 (−0.19, 0.86) | 0.268 | 0.356 (−0.16, 0.88) | 0.267 |
Life satisfaction | 1.437 (−0.38, 3.26) | 0.928 | 1.368 (−0.44, 3.18) | 0.922 |
Happiness | −0.752 (−2.64, 1.14) | 0.961 | −0.667 (−2.54, 1.21) | 0.954 |
Economic satisfaction | 3.136 *** (1.82, 4.44) | 0.667 | 3.167 *** (1.85, 4.47) | 0.665 |
Sense of security | 0.039 (−0.28, 0.36) | 0.163 | 0.027 (−0.29, 0.34) | 0.163 |
Individual health | ||||
History of alcohol consumption | 4.952 *** (2.20, 7.70) | 1.396 | 5.139 *** (2.39, 7.88) | 1.393 |
Sickness and injury | 3.639 ** (0.80, 6.47) | 1.441 | 3.861 *** (1.03, 6.68) | 1.434 |
Hospitalization history | 2.048 (−1.28, 5.38) | 1.693 | 2.096 (−1.21, 5.40) | 1.68 |
Sociodemographic characteristics | ||||
Hukou | −0.47 (−5.70, 4.76) | 2.657 | −0.393 (−5.59, 4.80) | 2.64 |
CPC membership | 3.068 (−1.38, 7.51) | 2.26 | 3.311 (−1.12, 7.74) | 2.251 |
Sex | 1.962 (−0.52, 4.44) | 1.262 | 1.992 (−0.47, 4.46) | 1.254 |
Education | 0.068 (−1.45, 1.59) | 0.773 | 0.206 (−1.34, 1.75) | 0.786 |
Income | 0.135 (−0.47, 0.74) | 0.31 | 0.161 (−0.44, 0.76) | 0.309 |
Moderating variable | ||||
Social participation | 0.425 ** (0.00, 0.84) | 0.214 | ||
Interaction term | ||||
Greening rate × social participation | −0.137 ** (−0.27, −0.00) | 0.069 | ||
Constant | 41.431 *** (24.73, 58.13) | 8.481 | 22.829 * (−0.78, 46.44) | 11.994 |
R2 | 0.352 | 0.367 |
Variable | Model 5 | Model 6 | ||
---|---|---|---|---|
Coefficient (95% CI) | Standard Error | Coefficient (95% CI) | Standard Error | |
Urban environment | ||||
Greening rate | 0.178 *** (0.08, 0.26) | 0.045 | 0.176 *** (0.08, 0.26) | 0.045 |
Urbanization rate | −0.063 *** (−0.09, −0.02) | 0.018 | −0.064 *** (−0.09, −0.02) | 0.018 |
Road density | 2.468 *** (1.63, 3.30) | 0.425 | 2.472 *** (1.64, 3.30) | 0.424 |
Air quality (PM2.5) | 0.02 (−0.01, 0.05) | 0.015 | 0.019 (−0.01, 0.04) | 0.015 |
Tertiary hospitals | 0.041 ** (0.00, 0.07) | 0.016 | 0.045 *** (0.01, 0.07) | 0.016 |
Population density | −0.001 *** (−0.00, 0.00) | 0.000 | −0.001 *** (−0.00, −0.00) | 0.000 |
Social environment | ||||
Community cohesion | 0.102 (−0.03, 0.24) | 0.072 | 0.099 (−0.04, 0.24) | 0.072 |
Life satisfaction | 0.333 (−0.23, 0.89) | 0.288 | 0.309 (−0.25, 0.87) | 0.288 |
Happiness | 1.279 *** (0.74, 1.81) | 0.274 | 1.292 *** (0.75, 1.82) | 0.274 |
Economic satisfaction | 1.076 *** (0.70, 1.45) | 0.191 | 1.102 *** (0.72, 1.47) | 0.191 |
Sense of security | 0.345 *** (0.25, 0.43) | 0.044 | 0.344 *** (0.25, 0.42) | 0.044 |
Individual health | ||||
History of alcohol consumption | −0.716 * (−1.56, 0.12) | 0.43 | −0.675 (−1.51, 0.16) | 0.43 |
Sickness and injury | 2.76 *** (1.89, 3.62) | 0.443 | 2.769 *** (1.90, 3.63) | 0.442 |
Hospitalization history | 2.224 *** (1.35, 3.08) | 0.441 | 2.246 *** (1.38, 3.11) | 0.441 |
Sociodemographic characteristics | ||||
Hukou | 0.285 (−1.04, 1.61) | 0.679 | 0.258 (−1.07, 1.59) | 0.679 |
CPC membership | 0.263 (−0.96, 1.49) | 0.627 | 0.32 (−0.90, 1.55) | 0.627 |
Sex | 0.847 *** (0.15, 1.54) | 0.355 | 0.852 ** (0.15, 1.54) | 0.355 |
Education | 0.887 *** (0.46, 1.30) | 0.214 | 0.886 *** (0.46, 1.30) | 0.216 |
Income | 0.318 *** (0.14, 0.48) | 0.087 | 0.33 *** (0.15, 0.50) | 0.088 |
Moderating variable | ||||
Social participation | −0.005 (−0.10, 0.09) | 0.052 | ||
Interaction term | ||||
Greening rate × social participation | 0.041 *** (0.01, 0.07) | 0.015 | ||
Constant | 41.461 *** (36.58, 46.34) | 2.488 | 41.745 *** (35.66, 47.82) | 3.099 |
R2 | 0.166 | 0.169 |
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Zheng, Y.; Cheng, B.; Dong, L.; Zheng, T.; Wu, R. The Moderating Effect of Social Participation on the Relationship between Urban Green Space and the Mental Health of Older Adults: A Case Study in China. Land 2024, 13, 317. https://doi.org/10.3390/land13030317
Zheng Y, Cheng B, Dong L, Zheng T, Wu R. The Moderating Effect of Social Participation on the Relationship between Urban Green Space and the Mental Health of Older Adults: A Case Study in China. Land. 2024; 13(3):317. https://doi.org/10.3390/land13030317
Chicago/Turabian StyleZheng, Yuan, Bin Cheng, Letian Dong, Tianxiang Zheng, and Rong Wu. 2024. "The Moderating Effect of Social Participation on the Relationship between Urban Green Space and the Mental Health of Older Adults: A Case Study in China" Land 13, no. 3: 317. https://doi.org/10.3390/land13030317
APA StyleZheng, Y., Cheng, B., Dong, L., Zheng, T., & Wu, R. (2024). The Moderating Effect of Social Participation on the Relationship between Urban Green Space and the Mental Health of Older Adults: A Case Study in China. Land, 13(3), 317. https://doi.org/10.3390/land13030317