| Literature DB >> 30662076 |
Magdalena M van den Berg1, Mireille van Poppel1,2, Irene van Kamp3, Annemarie Ruijsbroek3, Margarita Triguero-Mas4,5,6, Christoffer Gidlow7, Mark J Nieuwenhuijsen4,5,6, Regina Gražulevičiene8, Willem van Mechelen1, Hanneke Kruize3, Jolanda Maas1.
Abstract
This cross-sectional study investigated whether physical activity, social cohesion, and loneliness mediate the association between time spent visiting green spaces and perceived mental health and vitality. Questionnaire data were collected from 3,948 residents from 124 neighborhoods across four European cities. Multilevel linear regression analysis revealed positive, but weak, associations between time spent visiting green space and Medical Outcome Study Short Form (SF-36) mental health and vitality score, which suggest small mental health benefits. Single mediation analyses showed that different indicators of physical activity (total, during leisure time, and walking during leisure time), social cohesion, and loneliness were mediators. Multiple mediation analyses showed that physical activity during leisure time and loneliness may explain about 25% of the relationship. The unmediated part of the association suggests that other mediators may explain the association.Entities:
Keywords: cross-sectional study; loneliness; mediation analysis; mental health; physical activity; social cohesion; time spent visiting green space; vitality
Year: 2017 PMID: 30662076 PMCID: PMC6311621 DOI: 10.1177/0013916517738563
Source DB: PubMed Journal: Environ Behav ISSN: 0013-9165
Figure 1.Multiple mediation model of this study.
Note. The a path is the association between determinant and mediator; the b path is the association between mediator and outcome; the c path is the overall association between determinant and outcome; the c’ path is the direct (unmediated) association between determinant and outcome.
Characteristics of the Study Population Included in the Analyses (Pooled Data for All Four Cities).
| Total | 3,748 (100) |
|---|---|
| Age (18-75 years), | 51.3 (16.0) |
| Missing, | 53 |
| Age groups, | |
| 18-25 | 310 (8.4) |
| 26-45 | 1,013 (27.4) |
| 46-65 | 1,542 (42.7) |
| 66-75 | 830 (22.5) |
| Male (= 1), | 1,674 (44.7) |
| Missing, | 0 |
| Highest qualification, | |
| Low | 264 (7.0) |
| Medium | 1,653 (44.4) |
| High | 1,807 (48.2) |
| Missing, | 24 |
| Employed (vs. not), | 2,304 (61.5) |
| Missing, | 0 |
| Subjective income situation, | |
| Cannot make ends meet | 375 (10.7) |
| Enough to get along | 1,740 (49.9) |
| Comfortable | 1,375 (39.4) |
| Missing, | 258 |
| Household composition, | |
| children <12 | 567 (15.2) |
| Other | 3,156 (84.8) |
| Missing, | 25 |
| Transformed mental health (sum score scale 0-100, higher is better),
| 73.6 (16.1) |
| Missing, | 22 |
| Transformed vitality (sum score scale 0-100, higher is more),
| 61.8 (18.7) |
| Missing, | 24 |
Descriptive Statistics of Visits to Green Spaces (Hours Per Month) Close to Home, in City/Town, and Near City (Pooled Data of All Four Cities).
| Total | 3,748 (100) |
|---|---|
| Number of hours spent close to home (<15 min on foot/bike) in green spaces,
median [IQR] | 4.0 [0.3-12.0] |
| Number of hours spent in your city/town (>15 min on foot/bike) in green
spaces, median [IQR] | 0.8 [0.0-10.0] |
| Number of hours spent near city in green spaces, median [IQR] | 0.8 [0.0-10.0] |
| Total number of hours spent in green spaces, median [IQR] | 11.5 [1.5-32.0] |
| 27.5 (26.7) |
Note. Due to the skewness of the distributions, the medians do not sum up.
IQR= InterQuartile Range.
Descriptive Statistics of the Potential Mediators (Pooled Data of All Four Cities).
| Total | 3,748 (100) |
|---|---|
| Total physical activity, minutes per week, | 1,649 (1,264) |
| Missing, | 0 |
| Total physical activity log transformed (2-9), | 7.11 (0.96) |
| Missing, | 173 |
| Physical activity during leisure time, minutes per week, | 494 (491) |
| Missing, | 0 |
| Physical activity during leisure time log transformed (2-8),
| 5.94 (0.99) |
| Missing, | 469 |
| Walking during leisure time, minutes per week, | 206 (272) |
| Missing, | 0 |
| Walking during leisure time log transformed (2-8), | 5.24 (0.99) |
| Missing, | 1,107 |
| Loneliness (6-27, higher is more), | 12.31 (3.74) |
| Missing, | 50 |
| Social cohesion (5-25, higher is more), | 17.11 (3.44) |
| Missing, | 189 |
Mediation Effects of Separate Potential Mediators on the Association Between Time Spent Visiting Green Space and Mental Health/Vitality (Data of All Cities Pooled).
| Mediator (M) | Comp | Comp | Comp | Comp | 95% CI of comp | Comp | % mediate effect[ |
|---|---|---|---|---|---|---|---|
| Single-mediator model for the association between time spent
visiting green space ( | |||||||
| Total physical activity | 0.591 (0.122) | 0.076 (0.025) | 0.367 (0.120) | 0.028 (0.013) | [0.002, 0.053] | 0.528 (0.113) | 5 |
| Physical activity during leisure time | 0.591 (0.122) | 0.174 (0.025) | 0.312 (0.118) | 0.054 (0.022) | [0.011, 0.097] | 0.519 (0.115) | 10 |
| Walking during leisure time | 0.604 (0.121) | 0.150 (0.025) | 0.177 (0.120) | 0.027 (0.018) | [−0.010, 0.063] | 0.573 (0.119) | 4 |
| Single-mediator model for the association between time spent
visiting green space ( | |||||||
| Total physical activity | 0.113 (0.121) | 0.076 (0.025) | 0.418 (0.116) | 0.032 (0.014) | [0.005, 0.058] | 0.630 (0.110) | 5 |
| Physical activity during leisure time | 0.113 (0.121) | 0.174 (0.025) | 0.609 (0.096) | 0.106 (0.023) | [0.062, 0.150] | 0.490 (0.095) | 18 |
| Walking during leisure time | 0.113 (0.115) | 0.150 (0.025) | 0.409 (0.104) | 0.061 (0.019) | [0.025, 0.098] | 0.641 (0.104) | 9 |
Note. All models were adjusted for gender, age, level of education, perceived income, employment status, household with/without children <12 years and city; a random intercept was included to account for neighborhood clustering; Sobel test of significance of mediation (p ≤ .05); physical activity variables tested as potential mediating variables dichotomized around the media. Unstandardized comparable (comp) regression coefficients and standard errors (see for calculations, Mackinnon & Dwyer, 1993). CI = confidence interval.
The comparable c coefficient refers to the total association between time spent visiting green space (X) and mental health/vitality (Y).
The comparable a coefficient refers to the association between time spent visiting green space (X) and the mediator (M).
The comparable b coefficient refers to the association between the mediator (M) on the outcome mental health/vitality (Y) when adjusted for visits to green space (X).
The product of comp a and comp b estimates the indirect effect or mediation.
The comparable c’ coefficient refers to the direct association between time spent visiting green space (X) and the outcome (Y), adjusted for the mediator.
The percentage of the mediated effect is estimated by comp a × comp b / (comp a × comp b + comp c’) × 100%.
p < .05. **p < .01. ***p < .001.
Mediation Effect of Two Mediators Simultaneously on the Association Between Time Spent Visiting Green Space and Mental Health/Vitality (Data of All Cities Pooled).
| Mediator (M) | SUM | 95% CI of SUM | c ( | % mediated effect[ | ||||
|---|---|---|---|---|---|---|---|---|
| Multiple mediation time spent visiting green space
( | ||||||||
| Physical activity during leisure time, M1 | 0.003 (0.0004) | 0.764 (0.298) | 0.002 (0.001) | 0.0075 (0.0016) | [0.004, 0.010] | 0.026 (0.006) | 0.018 (0.006) | 30 |
| Loneliness, M2 | −0.005 (0.001) | −0.999 (0.083) | 0.005 (0.001) | |||||
| Multiple mediation time spent visiting green space
( | ||||||||
| Physical activity during leisure time, M1 | 0.003 (0.000) | 2.032 (0.354) | 0.006 (0.001) | 0.009 (0.002) | [0.006, 0.012] | 0.037 (0.007) | 0.028 (0.007) | 25 |
| Loneliness, M2 | −0.005 (0.001) | −0.636 (0.099) | 0.003 (0.001) | |||||
Note. All models were adjusted for gender, age, level of education, perceived income, employment status, household with/without children <12 years, and city; a random intercept was included to account for neighborhood clustering; Sobel test of significance of mediations (p < .05); unstandardized regression coefficients and standard error. CI = confidence interval.
The a coefficient refers to the association between time spent visiting green space (X) and the mediator (M1, M2).
The b coefficient refers to the association between the mediator (M1, M2) and the outcome (Y), adjusted for visits to green space (X).
The sum of the products of a and b coefficients estimates the indirect effect or mediation via the mediators M1 and M2 simultaneously (for calculation of SE, see MacKinnon (2008).
The c coefficient refers to the total association between time spent visiting green space (X) and the outcome (Y).
The c’ coefficient refers to the direct association between time spent visiting green space (X) and the outcome (Y), adjusted for both mediators M1 and M2.
The percentage of the multiple mediated effect is estimated by SUMab / (SUMab + c’) × 100%.
p < .05. **p < .01. ***p < .001.