Submitted:
13 June 2025
Posted:
17 June 2025
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Data Source: Ungdata Survey
2.2. Sample
2.3. Measures
2.4. Statistical Analyses
3. Results
3.1. Descriptive Trends
3.2. Multilevel regression
3.2.1. Outdoor Recreation
3.2.2. Gym Training

4. Discussion
4.1. Main Findings
4.2. Population Density as Moderator
4.3. Associations with Individual Characteristics
4.4. Strengths and Limitations
4.5. Implications and Future Directions
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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| Outdoor Recreation | Gym Training | |||||
|---|---|---|---|---|---|---|
| Predictors | Estimates | CI | p | Estimates | CI | p |
| Intercept (baseline level) | 0.59 | 0.50 – 0.69 | <0.001 | -0.32 | -0.42 – -0.23 | <0.001 |
| Depressive symptoms | -0.07 | -0.08 – -0.06 | <0.001 | 0.02 | 0.01 – 0.03 | <0.001 |
| Gender (1 = boy, 2 = girl) | -0.04 | -0.05 – -0.03 | <0.001 | -0.05 | -0.05 – -0.04 | <0.001 |
| Grade level (proxy for age) | -0.13 | -0.14 – -0.11 | <0.001 | 0.31 | 0.30 – 0.32 | <0.001 |
| Vegetation density (NDVI) | 0.07 | 0.03 – 0.11 | 0.001 | -0.00 | -0.05 – 0.04 | 0.904 |
| Gym training | 0.10 | 0.09 – 0.11 | <0.001 | |||
| Population density | 0.25 | 0.10 – 0.40 | 0.001 | -0.03 | -0.18 – 0.13 | 0.737 |
| Year (centered at 2010) | -0.11 | -0.12 – -0.10 | <0.001 | 0.05 | 0.04 – 0.06 | <0.001 |
| Interaction: Year × Population density | -0.06 | -0.08 – -0.03 | <0.001 | 0.02 | -0.00 – 0.05 | 0.063 |
| Outdoor recreation | 0.09 | 0.08 – 0.09 | <0.001 | |||
| Random Effects | ||||||
| σ2 | 0.96 | 0.84 | ||||
| τ00 | 0.02 municipality | 0.03 municipality | ||||
| ICC | 0.02 | 0.03 | ||||
| N | 75 municipality | 75 municipality | ||||
| Observations | 45627 | 45627 | ||||
| Marginal R2 / Conditional R2 | 0.100 / 0.120 | 0.106 / 0.134 | ||||
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