Compliance with the 24-Hour Movement Behavior Guidelines and Associations with Adiposity in European Preschoolers: Results from the ToyBox-Study
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Protocol
2.2. Measurements
2.2.1. Adiposity
2.2.2. 24 h Movement Behaviors
Physical Activity
Screen Time
Sleep Duration
2.2.3. Covariates
2.3. Data Analysis
3. Results
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
References
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Total Sample | Boys | Girls | ||
---|---|---|---|---|
Total (N) | 2468 | 1034 (41.9%) | 1164 (58.1%) | |
Belgium (n) | 570 | 299 (52.5%) | 271 (47.5%) | |
Bulgaria (n) | 68 | 34 (50.0%) | 34 (50.0%) | |
Germany (n) | 226 | 123 (54.4%) | 103 (45.6%) | |
Greece (n) | 349 | 174 (49.9%) | 175 (50.1%) | |
Poland (n) | 829 | 447 (53.9%) | 382 (46.1) | |
Spain (n) | 426 | 227 (53.3%) | 199 (46.7%) | |
p-value | ||||
Mean age in years (SD) | 4.75 (0.43) | 4.74 (0.43) | 4.76 (0.43) | 0.33 a |
Parental education (%) | ||||
Low (<14 years) | 34.3 | 33.6 | 35.1 | 0.42 b |
High (≥14 years) | 65.7 | 66.4 | 64.9 | |
Mean BMI (kg/m2) (SD) | 15.81 (1.44) | 15.83 (1.40) | 15.77 (1.49) | 0.32 a |
Mean BMI z-score (SD) | 0.32 (0.95) | 0.37 (0.98) | 0.27 (0.92) | 0.01 a |
Weight status (%) | ||||
Underweight | 11.2 | 11.1 | 11.3 | 0.37 b |
Normal weight | 76.0 | 76.5 | 75.2 | |
Overweight | 10.2 | 10.2 | 10.2 | |
Obesity | 2.6 | 2.1 | 3.2 | |
Mean WC in centimeters (SD; n = 2464) | 52.36 (3.81) | 52.56 (3.70) | 52.13 (3.91) | 0.01 a |
Mean height in meters (SD) | 1.09 (0.05) | 1.09 (0.05) | 1.08 (0.05) | <0.001 a |
Mean WHR (centimeters/meters) (SD; n = 2464) | 48.12 (03.17) | 48.12 (2.96) | 48.11 (3.39) | 0.93 a |
Mean total PA (steps/day) (SD) | 10,485 (2866) | 11,038 (2936) | 9865 (2653) | <0.001 a |
Weekday * | 10,802 (3211) | 11,388 (3312) | 10,146 (2960) | <0.001 a |
Weekend day * | 9691 (3872) | 10,163 (4016) | 9163 (3631) | <0.001 a |
Mean total screen time (min/day) (SD) | 92.76 (67.12) | 96.04 (67.48) | 89.08 (66.55) | 0.01 a |
Weekday * | 75.60 (62.41) | 78.07 (62.04) | 72.82 (62.73) | 0.04 a |
Weekend day * | 135.67 (98.53) | 140.97 (101.21) | 129.73 (95.12) | 0.01 a |
Mean total sleep duration (h/day) (SD) | 10.20 (1.06) | 10.17 (1.08) | 10.22 (1.04) | 0.17 a |
Weekday * | 10.08 (1.14) | 10.09 (1.12) | 10.09 (1.12) | 0.53 a |
Weekend day * | 10.49 (1.23) | 10.43 (1.24) | 10.56 (1.21) | 0.01 a |
Movement Behavior | Compliance/Non-Compliance | BMI z-Score n = 2468 | WHR n = 2464 | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Mean (SE) | B | 95% CI Lower | 95% CI Upper | p-Value | Mean (SE) | B | 95% CI Lower | 95% CI Upper | p-Value | ||
Physical activity | |||||||||||
Total week | No compliance | 0.35 (0.03) | −0.07 | −0.16 | 0.01 | 0.10 | 47.99 (0.16) | −0.09 | −0.37 | 0.20 | 0.55 |
Compliance | 0.42 (0.05) | 48.08 (0.20) | |||||||||
Weekdays | No compliance | 0.36 (0.03) | −0.04 | −0.12 | 0.04 | 0.36 | 48.01 (0.17) | −0.03 | −0.29 | 0.24 | 0.84 |
Compliance | 0.39 (0.04) | 48.04 (0.18) | |||||||||
Weekend days | No compliance | 0.36 (0.03) | −0.01 | −0.10 | 0.07 | 0.75 | 48.06 (0.16) | 0.15 | −0.11 | 0.41 | 0.26 |
Compliance | 0.38 (0.04) | 47.91 (0.19) | |||||||||
Screen time | |||||||||||
Total week | No compliance | 0.40 (0.04) | 0.09 | 0.00 | 0.17 | 0.05 | 48.08 (0.16) | 0.16 | −0.09 | 0.41 | 0.22 |
Compliance | 0.32 (0.04) | 47.92 (0.18) | |||||||||
Weekdays | No compliance | 0.42 (0.04) | 0.09 | 0.01 | 0.17 | 0.04 | 48.16 (0.17) | 0.26 | 0.01 | 0.50 | 0.04 |
Compliance | 0.33 (0.04) | 47.90 (0.17) | |||||||||
Weekend days | No compliance | 0.39 (0.03) | 0.08 | −0.01 | 0.16 | 0.08 | 48.05 (0.16) | 0.14 | −0.13 | 0.40 | 0.32 |
Compliance | 0.31 (0.04) | 47.92 (0.19) | |||||||||
Sleep | |||||||||||
Total week | No compliance | 0.42 (0.04) | 0.08 | −0.01 | 0.17 | 0.08 | 48.15 (0.18) | 0.12 | −0.10 | 0.52 | 0.18 |
Compliance | 0.34 (0.03) | 47.94 (0.17) | |||||||||
Weekdays | No compliance | 0.41 (0.04) | 0.07 | −0.03 | 0.16 | 0.17 | 48.12 (0.19) | 0.15 | −0.17 | 0.47 | 0.37 |
Compliance | 0.35 (0.03) | 47.97 (0.17) | |||||||||
Weekend days | No compliance | 0.45 (0.05) | 0.11 | 0.01 | 0.21 | 0.03 | 48.30 (0.20) | 0.36 | 0.03 | 0.69 | 0.03 |
Compliance | 0.34 (0.03) | 47.94 (0.16) | |||||||||
Physical activity and screen time | |||||||||||
Total week | No compliance | 0.37 (0.03) | 0.02 | −0.10 | 0.14 | 0.73 | 48.04 (0.16) | 0.16 | −0.19 | 0.50 | 0.37 |
Compliance | 0.35 (0.06) | 47.88 (0.22) | |||||||||
Weekdays | No compliance | 0.37 (0.03) | 0.03 | −0.07 | 0.13 | 0.58 | 48.04 (0.16) | 0.12 | −0.15 | 0.38 | 0.39 |
Compliance | 0.34 (0.05) | 47.93 (0.19) | |||||||||
Weekend days | No compliance | 0.37 (0.03) | 0.10 | −0.04 | 0.23 | 0.17 | 48.04 (0.16) | 0.25 | −0.17 | 0.66 | 0.24 |
Compliance | 0.28 (0.07) | 47.79 (0.25) | |||||||||
Physical activity and sleep | |||||||||||
Total week | No compliance | 0.37 (0.03) | 0.01 | −0.09 | 0.11 | 0.85 | 48.06 (0.16) | 0.22 | −0.08 | 0.53 | 0.15 |
Compliance | 0.36 (0.05) | 47.84 (0.21) | |||||||||
Weekdays | No compliance | 0.38 (0.03) | 0.03 | −0.06 | 0.13 | 0.50 | 48.08 (0.16) | 0.24 | −0.04 | 0.52 | 0.09 |
Compliance | 0.34 (0.05) | 47.84 (0.19) | |||||||||
Weekend days | No compliance | 0.37 (0.03) | 0.02 | −0.07 | 0.10 | 0.69 | 48.07 (0.16) | 0.24 | −0.04 | 0.51 | 0.09 |
Compliance | 0.35 (0.04) | 47.83 (0.20) | |||||||||
Screen time and sleep | |||||||||||
Total week | No compliance | 0.40 (0.03) | 0.09 | 0.00 | 0.18 | 0.04 | 48.04 (0.16) | 0.07 | −0.20 | 0.34 | 0.62 |
Compliance | 0.30 (0.04) | 47.97 (0.18) | |||||||||
Weekdays | No compliance | 0.41 (0.04) | 0.10 | 0.02 | 0.19 | 0.01 | 48.10 (0.17) | 0.189 | −0.06 | 0.44 | 0.14 |
Compliance | 0.31 (0.04) | 47.91 (0.17) | |||||||||
Weekend days | No compliance | 0.39 (0.03) | 0.09 | −0.00 | 0.18 | 0.05 | 48.05 (0.16) | 0.16 | −0.12 | 0.43 | 0.27 |
Compliance | 0.30 (0.05) | 47.90 (0.19) | |||||||||
Physical activity, screen time and sleep | |||||||||||
Total week | No compliance | 0.38 (0.21) | 0.09 | −0.04 | 0.22 | 0.19 | 48.05 (0.16) | 0.33 | −0.04 | 0.69 | 0.08 |
Compliance | 0.29 (0.07) | 47.73 (0.23) | |||||||||
Weekdays | No compliance | 0.38 (0.03) | 0.07 | −0.05 | 0.18 | 0.25 | 48.05 (0.16) | 0.18 | −0.11 | 0.47 | 0.23 |
Compliance | 0.31 (0.06) | 47.87 (0.20) | |||||||||
Weekend days | No compliance | 0.37 (0.03) | 0.09 | −0.05 | 0.24 | 0.18 | 48.04 (0.16) | 0.25 | −0.19 | 0.69 | 0.27 |
Compliance | 0.28 (0.07) | 47.79 (0.26) |
Movement Behavior | Compliance/Non-Compliance | BMI z-Score, Boys n = 1304 | WHR, Boys n = 1300 | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Mean (SE) | B | 95% CI Lower | 95% CI Upper | p-Value | Mean (SE) | B | 95% CI Lower | 95% CI Upper | p-Value | ||
Physical activity | |||||||||||
Total week | No compliance | 0.43 (0.04) | 0.01 | −0.11 | 0.13 | 0.87 | 48.10 (0.19) | 0.11 | −0.21 | 0.44 | 0.49 |
Compliance | 0.42 (0.06) | 47.99 (0.21) | |||||||||
Weekdays | No compliance | 0.43 (0.043) | 0.02 | −0.09 | 0.12 | 0.75 | 48.08 (0.20) | 0.068 | −0.24 | 0.38 | 0.67 |
Compliance | 0.41 (0.052) | 48.01 (0.20) | |||||||||
Weekend days | No compliance | 0.45 (0.04) | 0.08 | −0.03 | 0.19 | 0.16 | 48.18 (0.19) | 0.39 | 0.08 | 0.71 | 0.02 |
Compliance | 0.37 (0.06) | 47.79 (0.22) | |||||||||
Screen time | |||||||||||
Total week | No compliance | 0.46 (0.05) | 0.11 | −0.00 | 0.23 | 0.06 | 48.14 (0.19) | 0.23 | −0.09 | 0.54 | 0.16 |
Compliance | 0.35 (0.05) | 47.91 (0.21) | |||||||||
Weekdays | No compliance | 0.47 (0.05) | 0.10 | −0.01 | 0.20 | 0.07 | 48.16 (0.20) | 0.20 | −0.11 | 0.50 | 0.20 |
Compliance | 0.38 (0.05) | 47.96 (0.20) | |||||||||
Weekend days | No compliance | 0.46 (0.04) | 0.15 | 0.03 | 0.28 | 0.02 | 48.13 (0.19) | 0.28 | −0.07 | 0.62 | 0.12 |
Compliance | 0.31 (0.06) | 47.85 (0.23) | |||||||||
Sleep | |||||||||||
Total week | No compliance | 0.04 (0.05) | 0.03 | −0.09 | 0.16 | 0.60 | 48.17 (0.22) | 0.20 | −0.17 | 0.56 | 0.29 |
Compliance | 0.41 (0.05) | 47.98 (0.19) | |||||||||
Weekdays | No compliance | 0.43 (0.06) | 0.02 | −0.12 | 0.15 | 0.81 | 48.12 (0.23) | 0.10 | −0.28 | 0.47 | 0.62 |
Compliance | 0.42 (0.05) | 48.02 (0.19) | |||||||||
Weekend days | No compliance | 0.45 (0.06) | 0.04 | −0.10 | 0.17 | 0.58 | 48.17 (0.25) | 0.15 | −0.27 | 0.56 | 0.49 |
Compliance | 0.43 (0.04) | 48.02 (0.19) | |||||||||
Physical activity and screen time | |||||||||||
Total week | No compliance | 0.42 (0.00) | 0.07 | −0.07 | 0.20 | 0.32 | 48.09 (0.19) | 0.24 | −0.16 | 0.63 | 0.24 |
Compliance | 0.34 (0.00) | 47.85 (0.25) | |||||||||
Weekdays | No compliance | 0.44 (0.04) | 0.05 | −0.07 | 0.17 | 0.38 | 48.07 (0.19) | 0.07 | −0.24 | 0.39 | 0.66 |
Compliance | 0.38 (0.06) | 48.00 (0.22) | |||||||||
Weekend days | No compliance | 0.44 (0.04) | 0.19 | 0.00 | 0.37 | 0.05 | 48.10 (0.18) | 0.46 | −0.03 | 0.95 | 0.06 |
Compliance | 0.25 (0.09) | 47.63 (0.29) | |||||||||
Physical activity and sleep | |||||||||||
Total week | No compliance | 0.43 (0.04) | 0.04 | −0.09 | 0.16 | 0.57 | 48.13 (0.19) | 0.28 | −0.05 | 0.62 | 0.10 |
Compliance | 0.40 (0.06) | 48.85 (0.22) | |||||||||
Weekdays | No compliance | 0.44 (0.04) | 0.05 | −0.07 | 0.16 | 0.45 | 48.15 (0.19) | 0.31 | −0.01 | 0.63 | 0.06 |
Compliance | 0.39 (0.06) | 47.84 (0.21) | |||||||||
Weekend days | No compliance | 0.44 (0.04) | 0.07 | −0.04 | 0.19 | 0.22 | 48.14 (0.19) | 0.35 | 0.02 | 0.69 | 0.04 |
Compliance | 0.37 (0.06) | 47.79 (0.23) | |||||||||
Screen time and sleep | |||||||||||
Total week | No compliance | 0.45 (0.04) | 0.11 | −0.02 | 0.23 | 0.09 | 48.10 (0.19) | 0.15 | −0.20 | 0.50 | 0.40 |
Compliance | 0.35 (0.06) | 47.95 (0.22) | |||||||||
Weekdays | No compliance | 0.46 (0.04) | 0.10 | −0.02 | 0.21 | 0.09 | 48.09 (0.20) | 0.09 | −0.22 | 0.34 | 0.58 |
Compliance | 0.36 (0.05) | 48.00 (0.20) | |||||||||
Weekend days | No compliance | 0.45 (0.04) | 0.15 | 0.01 | 0.28 | 0.03 | 48.10 (0.19) | 0.22 | −0.15 | 0.58 | 0.25 |
Compliance | 0.31 (0.07) | 47.89 (0.23) | |||||||||
Physical activity, screen time and sleep | |||||||||||
Total week | No compliance | 0.44 (0.00) | 0.13 | −0.05 | 0.24 | 0.21 | 48.09 (0.19) | 032 | −0.11 | 0.74 | 0.14 |
Compliance | 0.34 (0.08) | 48.78 (0.26) | |||||||||
Weekdays | No compliance | 0.44 (0.00) | 0.08 | −0.06 | 0.21 | 0.25 | 48.09 (0.19) | 0.34 | −0.01 | 0..69 | 0.05 |
Compliance | 0.36 (0.07) | 47.91 (0.22) | |||||||||
Weekend days | No compliance | 0.44 (0.04) | 0.16 | −0.03 | 0.35 | 0.10 | 48.09 (0.18) | 0.40 | −0.11 | 0.90 | 0.12 |
Compliance | 0.28 (0.10) | 47.69 (0.47) |
BMI z-Score, Girls n = 1164 | WHR, Girls n = 1164 | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Movement Behavior | Compliance/Non-Compliance | Mean (SE) | B | 95% CI Lower | 95% CI Upper | p-Value | Mean (SE) | B | 95% CI Lower | 95% CI Upper | p-Value |
Physical activity | |||||||||||
Total week | No compliance | 0.27 (0.04) | −0.18 | −0.33 | −0.03 | 0.02 | 47.91 (0.18) | −0.39 | −0.90 | 0.12 | 0.13 |
Compliance | 0.45 (0.07) | 48.30 (0.31) | |||||||||
Weekdays | No compliance | 0.29 (0.04) | −0.08 | −0.22 | 0.05 | 0.23 | 47.96 (0.20) | −0.15 | −0.60 | 0.30 | 0.51 |
Compliance | 0.37 (0.07) | 48.11 (0.26) | |||||||||
Weekend days | No compliance | 0.27 (0.04) | −0.15 | −0.27 | −0.03 | 0.01 | 47.95 (0.19) | −0.23 | −0.65 | 0.20 | 0.29 |
Compliance | 0.43 (0.06) | 48.18 (0.26) | |||||||||
Screen time | |||||||||||
Total week | No compliance | 0.33 (0.05) | 0.05 | −0.07 | 0.14 | 0.41 | 48.04 (0.21) | 0.11 | −0.28 | 0.49 | 0.59 |
Compliance | 0.28 (0.05) | 47.93 (0.22) | |||||||||
Weekdays | No compliance | 0.35 (0.05) | 0.078 | −0.05 | 0.20 | 0.22 | 48.17 (0.23) | 0.32 | −0.09 | 0.73 | 0.13 |
Compliance | 0.27 (0.05) | 47.85 (0.21) | |||||||||
Weekend days | No compliance | 0.30 (0.04) | −0.021 | −0.13 | 0.09 | 0.71 | 47.99 (0.20) | 0.00 | −0.38 | 0.39 | 0.99 |
Compliance | 0.32 (0.06) | 47.99 (0.24) | |||||||||
Sleep | |||||||||||
Total week | No compliance | 0.40 (0.06) | 0.14 | 0.00 | 0.27 | 0.05 | 48.19 (0.24) | 0.30 | −0.21 | 0.80 | 0.25 |
Compliance | 0.26 (0.05) | 47.89 (0.21) | |||||||||
Weekdays | No compliance | 0.39 (0.06) | 0.13 | −0.01 | 0.26 | 0.07 | 48.17 (0.25) | 0.26 | −0.25 | 0.76 | 0.32 |
Compliance | 0.27 (0.04) | 47.91 (0.21) | |||||||||
Weekend days | No compliance | 0.46 (0.08) | 0.19 | −0.04 | 0.35 | 0.02 | 48.49 (0.28) | 0.62 | 0.07 | 1.17 | 0.03 |
Compliance | 0.27 (0.02) | 47.87 (0.20) | |||||||||
Physical activity and screen time | |||||||||||
Total week | No compliance | 0.32 (0.00) | −0.06 | −0.26 | 0.15 | 0.59 | 47.99 (0.19) | −0.03 | −0.63 | 0.58 | 0.93 |
Compliance | 0.36 (0.11) | 48.02 (0.35) | |||||||||
Weekdays | No compliance | 0.31 (0.00) | 0.00 | −0.16 | 0.17 | 0.97 | 48.01 (0.19) | 0.13 | −0.35 | 0.60 | 0.60 |
Compliance | 0.30 (0.08) | 47.89 (0.27) | |||||||||
Weekend days | No compliance | 0.30 (0.04) | −0.08 | −0.28 | 0.13 | 0.46 | 48.00 (0.19) | −0.10 | −0.86 | 0.07 | 0.79 |
Compliance | 0.38 (0.10) | 48.09 (0.42) | |||||||||
Physical activity and sleep | |||||||||||
Total week | No compliance | 0.30 (0.04) | −0.02 | −0.20 | 0.16 | 0.84 | 48.01 (0.18) | 0.10 | −0.47 | 0.67 | 0.73 |
Compliance | 0.32 (0.09) | 47.91 (0.35) | |||||||||
Weekdays | No compliance | 0.31 (0.04) | 0.04 | −0.12 | 0.19 | 0.66 | 48.02 (0.19) | 0.14 | −0.36 | 0.64 | 0.59 |
Compliance | 0.28 (0.08) | 47.88 (0.29) | |||||||||
Weekend days | No compliance | 0.30 (0.04) | −0.06 | −0.20 | 0.08 | 0.38 | 48.01 (0.19) | 0.7 | −0.40 | 0.54 | 0.78 |
Compliance | 0.36 (0.07) | 47.94 (0.30) | |||||||||
Screen time and sleep | |||||||||||
Total week | No compliance | 0.33 (0.05) | 0.07 | −0.05 | 0.20 | 0.24 | 48.00 (0.20) | 0.03 | −0.37 | 0.43 | 0.89 |
Compliance | 0.26 (0.05) | 47.97 (0.23) | |||||||||
Weekdays | No compliance | 0.36 (0.05) | 0.11 | −0.00 | 0.23 | 0.06 | 48.14 (0.21) | 0.33 | −0.05 | 0.70 | 0.09 |
Compliance | 0.24 (0.05) | 47.81 (0.21) | |||||||||
Weekend days | No compliance | 0.31 (0.04) | 0.01 | −0.10 | 0.13 | 0.84 | 48.01 (0.19) | 0.09 | −0.30 | 0.49 | 0.64 |
Compliance | 0.30 (0.06) | 47.92 (0.24) | |||||||||
Physical activity, screen time and sleep | |||||||||||
Total week | No compliance | 0.31 (0.04) | 0.08 | −0.15 | 0.33 | 0.55 | 48.01 (0.19) | 0.28 | −0.38 | 0.94 | 0.40 |
Compliance | 0.24 (0.13) | 47.73 (0.38) | |||||||||
Weekdays | No compliance | 0.31 (0.04) | 0.06 | −0.13 | 0.24 | 0.55 | 48.01 (0.19) | 0.13 | −0.38 | 0.653 | 0.61 |
Compliance | 0.26 (0.09) | 47.88 (0.30) | |||||||||
Weekend days | No compliance | 0.31 (0.04) | −0.03 | −0.25 | 0.19 | 0.78 | 48.00 (0.19) | 0.34 | −0.49 | 0.86 | 0.94 |
Compliance | 0.34 (0.11) | 47.96 (0.45) |
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Decraene, M.; Verbestel, V.; Cardon, G.; Iotova, V.; Koletzko, B.; Moreno, L.A.; Miguel-Berges, M.L.; Gurzkowska, B.; Androutsos, O.; Manios, Y.; et al. Compliance with the 24-Hour Movement Behavior Guidelines and Associations with Adiposity in European Preschoolers: Results from the ToyBox-Study. Int. J. Environ. Res. Public Health 2021, 18, 7499. https://doi.org/10.3390/ijerph18147499
Decraene M, Verbestel V, Cardon G, Iotova V, Koletzko B, Moreno LA, Miguel-Berges ML, Gurzkowska B, Androutsos O, Manios Y, et al. Compliance with the 24-Hour Movement Behavior Guidelines and Associations with Adiposity in European Preschoolers: Results from the ToyBox-Study. International Journal of Environmental Research and Public Health. 2021; 18(14):7499. https://doi.org/10.3390/ijerph18147499
Chicago/Turabian StyleDecraene, Marga, Vera Verbestel, Greet Cardon, Violeta Iotova, Berthold Koletzko, Luis A. Moreno, María L. Miguel-Berges, Beata Gurzkowska, Odysseas Androutsos, Yannis Manios, and et al. 2021. "Compliance with the 24-Hour Movement Behavior Guidelines and Associations with Adiposity in European Preschoolers: Results from the ToyBox-Study" International Journal of Environmental Research and Public Health 18, no. 14: 7499. https://doi.org/10.3390/ijerph18147499
APA StyleDecraene, M., Verbestel, V., Cardon, G., Iotova, V., Koletzko, B., Moreno, L. A., Miguel-Berges, M. L., Gurzkowska, B., Androutsos, O., Manios, Y., & De Craemer, M. (2021). Compliance with the 24-Hour Movement Behavior Guidelines and Associations with Adiposity in European Preschoolers: Results from the ToyBox-Study. International Journal of Environmental Research and Public Health, 18(14), 7499. https://doi.org/10.3390/ijerph18147499