Sociodemographic Predictors of Changes in Physical Activity, Screen Time, and Sleep among Toddlers and Preschoolers in Chile during the COVID-19 Pandemic
Abstract
:1. Introduction
2. Materials and Methods
2.1. Sociodemographic Variables
2.2. Movement Behaviors
2.3. Statistical Analysis
3. Results
3.1. Movement Behaviors before and during the Pandemic
3.2. Predictors of Change in Movement Behaviors
4. Discussion
Strengths and Limitations
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Ministerio de Salud Gobierno de Chile. Casos Confirmados en Chile COVID-19. Available online: https://www.minsal.cl/nuevo-coronavirus-2019-ncov/casos-confirmados-en-chile-covid-19/ (accessed on 30 September 2020).
- Johns Hopkins University & Medicine; Coronavirus Resource Center. Mortality Trends. Available online: https://coronavirus.jhu.edu/data/mortality (accessed on 27 October 2020).
- Cortinez-O′Ryan, A.; Moran, M.R.; Rios, A.P.; Anza-Ramirez, C.; Slovic, A.D. Could severe mobility and park use restrictions during the COVID-19 pandemic aggravate health inequalities? Insights and challenges from Latin America. Cad. Saude Publica 2020, 36, e00185820. [Google Scholar] [CrossRef] [PubMed]
- Guan, H.; Okely, A.D.; Aguilar-Farias, N.; Del Pozo Cruz, B.; Draper, C.E.; El Hamdouchi, A.; Florindo, A.A.; Jauregui, A.; Katzmarzyk, P.T.; Kontsevaya, A.; et al. Promoting healthy movement behaviours among children during the COVID-19 pandemic. Lancet Child Adolesc. Health 2020, 4, 416–418. [Google Scholar] [CrossRef]
- Bates, L.C.; Zieff, G.; Stanford, K.; Moore, J.B.; Kerr, Z.Y.; Hanson, E.D.; Barone Gibbs, B.; Kline, C.E.; Stoner, L. COVID-19 Impact on Behaviors across the 24-Hour Day in Children and Adolescents: Physical Activity, Sedentary Behavior, and Sleep. Children 2020, 7, 138. [Google Scholar] [CrossRef] [PubMed]
- World Health Organization. Guidelines on Physical Activity, Sedentary Behaviour and Sleep for Children under 5 Years of Age; World Health Organization: Geneva, Switzerland, 2019. [Google Scholar]
- Okely, A.D.; Ghersi, D.; Hesketh, K.D.; Santos, R.; Loughran, S.P.; Cliff, D.P.; Shilton, T.; Grant, D.; Jones, R.A.; Stanley, R.M.; et al. A collaborative approach to adopting/adapting guidelines-The Australian 24-Hour Movement Guidelines for the early years (Birth to 5 years): An integration of physical activity, sedentary behavior, and sleep. BMC Public Health 2017, 17, 869. [Google Scholar] [CrossRef] [PubMed]
- Crawley, E.; Loades, M.; Feder, G.; Logan, S.; Redwood, S.; Macleod, J. Wider collateral damage to children in the UK because of the social distancing measures designed to reduce the impact of COVID-19 in adults. BMJ Paediatr. Open 2020, 4, e000701. [Google Scholar] [CrossRef]
- Harris, P.A.; Taylor, R.; Minor, B.L.; Elliott, V.; Fernandez, M.; O’Neal, L.; McLeod, L.; Delacqua, G.; Delacqua, F.; Kirby, J. The REDCap consortium: Building an international community of software platform partners. J. Biomed. Inform. 2019, 95, 103208. [Google Scholar] [CrossRef]
- Delisle Nystrom, C.; Alexandrou, C.; Henstrom, M.; Nilsson, E.; Okely, A.D.; Wehbe El Masri, S.; Lof, M. International Study of Movement Behaviors in the Early Years (SUNRISE): Results from SUNRISE Sweden’s Pilot and COVID-19 Study. Int. J. Environ. Res. Public Health 2020, 17, 8491. [Google Scholar] [CrossRef]
- Draper, C.; Tomaz, S.A.; Cook, C.J.; Jugdav, S.S.; Ramsammy, C.; Besharati, S.; Van Heerden, A.; Vilakazi, K.; Cockcroft, K.; Howard, S.J.; et al. Understanding the influence of 24-hour movement behaviours on the health and development of preschool children from low-income South African settings: The SUNRISE pilot study. S. Afr. J. Sports Med. 2020, 32, 1–7. [Google Scholar] [CrossRef]
- Hidding, L.M.; Chinapaw, M.J.M.; van Poppel, M.N.M.; Mokkink, L.B.; Altenburg, T.M. An Updated Systematic Review of Childhood Physical Activity Questionnaires. Sports Med. 2018, 48, 2797–2842. [Google Scholar] [CrossRef] [Green Version]
- Castro-Schilo, L.; Grimm, K.J. Using residualized change versus difference scores for longitudinal research. J. Soc. Pers. Relatsh. 2017, 35, 32–58. [Google Scholar] [CrossRef] [Green Version]
- Dalecki, M.; Willits, F.K. Examining change using regression analysis: Three approaches compared. Sociol. Spectr. 1991, 11, 127–145. [Google Scholar] [CrossRef]
- Instituto Nacional de Estadísticas-Chile. Censo de Población y Vivienda 2017. Available online: https://redatam-ine.ine.cl/redbin/RpWebEngine.exe/Portal?BASE=CENSO_2017&lang=esp (accessed on 30 September 2020).
- Aguilar-Farias, N.; Miranda-Marquez, S.; Martino-Fuentealba, P.; Sadarangani, K.P.; Chandia-Poblete, D.; Mella-Garcia, C.; Carcamo-Oyarzun, J.; Cristi-Montero, C.; Rodriguez-Rodriguez, F.; Delgado-Floody, P.; et al. 2018 Chilean Physical Activity Report Card for Children and Adolescents: Full Report and International Comparisons. J. Phys. Act. Health 2020, 17, 807–815. [Google Scholar] [CrossRef] [PubMed]
- Aguilar-Farias, N.; Cortinez-O’Ryan, A.; Sadarangani, K.P.; Von Oetinger, A.; Leppe, J.; Valladares, M.; Balboa-Castillo, T.; Cobos, C.; Lemus, N.; Walbaum, M.; et al. Results from Chile’s 2016 Report Card on Physical Activity for Children and Youth. J. Phys. Act. Health 2016, 13, S117–S123. [Google Scholar] [CrossRef] [Green Version]
- Elige Vivir Sano Ministerio de Desarrollo Social y Familia Gobierno de Chile. Vida Saludable en Casa. Available online: http://eligevivirsano.gob.cl/vida-saludable-en-casa/ (accessed on 30 September 2020).
- Ministerio de Educación Gobierno de Chile. Programación TV Educa Chile. Available online: https://www.mineduc.cl/programacion-tv-educa-chile/ (accessed on 10 October 2020).
- Ministerio de Educación Gobierno de Chile. Priorización Curricular COVID-19 Educación Física y Salud. 1° Básico a 4° Medio. Available online: https://bibliotecadigital.mineduc.cl/handle/20.500.12365/14466 (accessed on 30 September 2020).
- Intendencia Región del Libertador General Bernardo O’Higgins. Covid-19: Autoridad Adopta Medida del Cierre de Calles en el Centro de RANCAGUA. Available online: http://www.intendenciabohiggins.gov.cl/noticias/covid-19-autoridad-adopta-medida-del-cierre-de-calles-en-el-centro-de-rancagua/ (accessed on 10 October 2020).
- Ibarra-Mora, J.; Alvarez, C.; Aguilar-Farias, N.; Correa Escalona, P.; Cristi-Montero, C.; Delgado Arroyo, P.; Picasso, C.; Toledo Romero, C.; Smith Plaza, R. Guía de Actividad Física en Familia Durante Confinamiento; Mesa Técnica interministerial para la Educación Física, Actividad Física y Deporte Escolar en pandemia Gobierno de Chile; Gobierno de Chile: Santiago, Chile, 2020. [Google Scholar] [CrossRef]
- Instituto Nacional de Estadísticas–Chile. Boletín Estadístico: Empleo Trimestral. Edición 263/30 de septiembre de 2020. Available online: https://www.ine.cl/docs/default-source/ocupacion-y-desocupacion/boletines/2020/pa%C3%ADs/bolet%C3%ADn-empleo-nacional-trimestre-m%C3%B3vil-junio-julio-agosto-2020.pdf?sfvrsn=1757d932_4 (accessed on 1 October 2020).
- Dellagiulia, A.; Lionetti, F.; Fasolo, M.; Verderame, C.; Sperati, A.; Alessandri, G. Early impact of COVID-19 lockdown on children’s sleep: A 4-week longitudinal study. J. Clin. Sleep Med. 2020, 16, 1639–1640. [Google Scholar] [CrossRef] [PubMed]
- Chile Crece Contigo Gobierno de Chile. Chile Crece Contigo. Available online: http://www.crececontigo.gob.cl/ (accessed on 30 September 2020).
- Zenic, N.; Taiar, R.; Gilic, B.; Blazevic, M.; Maric, D.; Pojskic, H.; Sekulic, D. Levels and Changes of Physical Activity in Adolescents during the COVID-19 Pandemic: Contextualizing Urban vs. Rural Living Environment. Appl. Sci. 2020, 10, 3997. [Google Scholar] [CrossRef]
- Mitra, R.; Moore, S.A.; Gillespie, M.; Faulkner, G.; Vanderloo, L.M.; Chulak-Bozzer, T.; Rhodes, R.E.; Brussoni, M.; Tremblay, M.S. Healthy movement behaviours in children and youth during the COVID-19 pandemic: Exploring the role of the neighbourhood environment. Health Place 2020, 65, 102418. [Google Scholar] [CrossRef] [PubMed]
- Moore, S.A.; Faulkner, G.; Rhodes, R.E.; Brussoni, M.; Chulak-Bozzer, T.; Ferguson, L.J.; Mitra, R.; O’Reilly, N.; Spence, J.C.; Vanderloo, L.M.; et al. Impact of the COVID-19 virus outbreak on movement and play behaviours of Canadian children and youth: A national survey. Int. J. Behav. Nutr. Phys. Act. 2020, 17, 1–11. [Google Scholar] [CrossRef] [PubMed]
- Triana, C.A.; Sarmiento, O.L.; Bravo-Balado, A.; Gonzalez, S.A.; Bolivar, M.A.; Lemoine, P.; Meisel, J.D.; Grijalba, C.; Katzmarzyk, P.T. Active streets for children: The case of the Bogota Ciclovia. PLoS ONE 2019, 14, e0207791. [Google Scholar] [CrossRef] [Green Version]
- Torres, A.; Sarmiento, O.L.; Stauber, C.; Zarama, R. The Ciclovia and Cicloruta programs: Promising interventions to promote physical activity and social capital in Bogota, Colombia. Am. J. Public Health 2013, 103, e23–e30. [Google Scholar] [CrossRef]
- Cortinez-O’Ryan, A.; Albagli, A.; Sadarangani, K.P.; Aguilar-Farias, N. Reclaiming streets for outdoor play: A process and impact evaluation of “Juega en tu Barrio” (Play in your Neighborhood), an intervention to increase physical activity and opportunities for play. PLoS ONE 2017, 12, e0180172. [Google Scholar] [CrossRef]
- O’Donovan, G.; Fajardo Ardila, K.; Hurtado Ramirez, H.; Mayorga Ramirez, H.; Ruiz Gomez, N.; Sarmiento, O.L. Community Physical Activity Interventions during the COVID-19 Pandemic: Where There’s a Will, There’s a Way! Available online: https://blogs.bmj.com/bjsm/2020/08/03/community-physical-activity-interventions-during-the-covid-19-pandemic-where-theres-a-will-theres-a-way/ (accessed on 3 August 2020).
- Alcadía de Bogotá. Con 22 km. de Ciclovía la Alcaldía Busca Descongestionar TransMilenio. Available online: https://bogota.gov.co/mi-ciudad/coronavirus-covid-19-con-ciclovia-se-descongestionara-transmilenio (accessed on 30 September 2020).
- C40 Cities Climate Leadership Group. Prioritising Cyclists and Pedestrians for a Safer, Stronger Recovery. Available online: https://www.c40knowledgehub.org/s/article/Prioritising-cyclists-and-pedestrians-for-a-safer-stronger-recovery?language=en_US (accessed on 30 September 2020).
- The New York Times. ‘Corona Cycleways’ Become the New Post-Confinement Commute. Available online: https://www.nytimes.com/2020/06/12/business/paris-bicycles-commute-coronavirus.html (accessed on 30 September 2020).
- Ministerio de Salud Gobierno de Chile. Recomendaciones de la CMEIS para los Comités Ético Científicos (CECs) en la Revisión de Protocolos de Investigación en Contexto de Pandemia por COVID-19. 6 Junio 2020; Comisión Ministerial de Ética en Investigación en Salud: Santiago, Chile, 2020. [Google Scholar]
Total (n = 3157) | Boys (n = 1597) | Girls (n = 1560) | pa | |
---|---|---|---|---|
Children’s age, mean years (SD) | 3.1 (1.38) | 3.1 (1.38) | 3.1 (1.38) | 0.459 |
Children’s age, n(%) | ||||
1–2 y | 1243 (39.4) | 635 (39.8) | 608 (39.0) | 0.833 |
3–4 y | 1345 (42.6) | 672 (42.1) | 673 (43.1) | |
5 y | 569 (18.0) | 290 (18.1) | 279 (17.9) | |
Main caregiver’s sex, woman, n (%) | 3048 (96.6) | 1523 (95.4) | 1525 (97.8) | <0.001 |
Main caregiver’s age, mean years (SD) | 31.4 (6.06) | 31.2 (6.01) | 31.6 (6.10) | 0.098 |
Main caregiver’s age category, n (%) | ||||
≥18–<25 years | 440 (13.9) | 236 (14.8) | 204 (13.1) | 0.076 |
≥25–<35 years | 1769 (56.0) | 888 (55.6) | 881 (56.5) | |
≥35–<45 years | 894 (28.3) | 454 (28.4) | 440 (28.2) | |
≥45 years | 54 (1.7) | 19 (1.2) | 35 (2.2) | |
Family’s monthly income, n (%) | ||||
<530 USD | 1201 (32.3) | 504 (31.6) | 517 (33.1) | 0.589 |
≥530–<1830 USD | 1546 (49.0) | 787 (49.3) | 759 (48.7) | |
≥1830 USD | 590 (18.7) | 300 (19.1) | 284 (18.2) | |
Main caregiver’s level of education, n (%) | ||||
Incomplete high school | 102 (3.2) | 49 (3.1) | 53 (3.4) | 0.716 |
Complete high school | 982 (31.1) | 499 (31.2) | 483 (31.0) | |
Technical degree | 420 (13.3) | 222 (13.9) | 198 (12.7) | |
University degree | 1653 (52.4) | 827 (51.8) | 826 (52.9) | |
Children enrolled in ECEC, yes, n (%) | ||||
1- to 2-year-old | 699 (28.1) | 366 (29.1) | 333 (27.1) | 0.247 |
3- to 5-year-old | 1786 (71.9) | 891 (70.9) | 895 (72.9) | |
Dwelling type, n (%) | ||||
House | 2576 (81.6) | 1310 (82.0) | 1266 (81.1) | 0.696 |
Apartment | 475 (15.0) | 232 (14.5) | 243 (15.6) | |
Other | 106 (3.4) | 55 (3.4) | 51 (3.3) | |
Home size, n (%) | ||||
<50 m2 | 810 (25.7) | 424 (26.6) | 386 (24.7) | 0.458 |
50 to <100 m2 | 1607 (50.9) | 798 (50.0) | 809 (51.9) | |
≥100 m2 | 740 (23.4) | 375 (23.5) | 365 (23.4) | |
Number of people per home, mean (SD) | 4.1 (1.40) | 4.2 (1.48) | 4.1 (1.31) | 0.013 |
Number of children per home, mean (SD) | 1.7 (0.82) | 1.6 (0.76) | 1.7 (0.88) | 0.004 |
Children per home, n (%) | ||||
1 child | 1511 (47.9) | 778 (48.7) | 733 (47.0) | 0.026 |
2 children | 1190 (37.7) | 615 (38.5) | 575 (36.9) | |
3 or more | 456 (14.4) | 204 (12.8) | 252 (16.1) | |
Squared meters per person at home, n (%) | ||||
<11.7 m2 per person | 802 (25.4) | 393 (24.6) | 409 (26.2) | 0.530 |
≥11.7 to <18.3 m2 per person | 724 (22.9) | 373 (23.4) | 351 (22.5) | |
≥18.3 to <25 m2 per person | 721 (22.8) | 357 (22.3) | 364 (23.3) | |
≥25 m2 per person | 910 (28.8) | 474 (29.7) | 436 (28.0) | |
Available space to play, n (%) | ||||
Yes | 2926 (92.7) | 1481 (92.7) | 1445 (92.6) | 0.907 |
Living area, n (%) | ||||
Urban | 2797 (88.6) | 1410 (88.3) | 1387 (88.9) | 0.584 |
Rural | 360 (11.4) | 187 (11.7) | 173 (11.1) | |
Lockdown, n(%) | ||||
Yes | 2409 (76.3) | 1211 (75.8) | 1198 (76.8) | 0.524 |
Number of days, mean (SD) | 23.5 (7.26) | 23.267 (7.37) | 23.2 (7.15) | 0.786 |
Physical Activity Mean (SD), h/Day | Screen Time Mean (SD), h/Day | Sleep Duration Mean (SD), h/Day | Sleep Quality Mean (SD), Score 1 to 7 | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Characteristic | Before COVID-19 | During COVID-19 | p | Before COVID-19 | During COVID-19 | p | Before COVID-19 | During COVID-19 | p | Before COVID-19 | During COVID-19 | p |
Total | 3.6 (1.97) | 2.82 (2.15) | <0.001 | 1.66 (1.15) | 3.05 (1.92) | <0.001 | 10.92 (1.80) | 11.01 (1.86) | 0.001 | 5.68 (1.54) | 4.93 (1.77) | <0.001 |
Sex | ||||||||||||
Girls | 3.6 (2.00) | 2.8 (2.14) | <0.001 | 1.65 (1.17) | 3.00 (1.86) | <0.001 | 10.86 (1.75) | 10.99 (1.82) | 0.001 | 5.67 (1.56) | 4.92 (1.79) | <0.001 |
Boys | 3.6 (1.94) | 2.9 (2.15) | <0.001 | 1.66 (1.13) | 3.09 (1.98) | <0.001 | 10.97 (1.84) | 11.02 (1.90) | 0.214 | 5.69 (1.52) | 4.93 (1.76) | <0.001 |
Age in years | ||||||||||||
1 | 3.94 a (2.17) | 3.65 b (2.42) | <0.001 | 1.33 a (1.03) | 2.14 b (1.66) | <0.001 | 12.11 a (1.95) | 11.96 b (2.03) | 0.024 | 5.26 a (1.58) | 4.58 b (1.76) | <0.001 |
2 | 3.92 (2.18) | 3.14 (2.29) | <0.001 | 1.56 (1.12) | 2.77 (1.73) | <0.001 | 11.35 (1.72) | 11.38 (1.92) | 0.710 | 5.54 (1.53) | 4.83 (1.79) | <0.001 |
3 | 3.59 (1.96) | 2.70 (2.01) | <0.001 | 1.77 (1.20) | 3.29 (1.91) | <0.001 | 10.79 (1.61) | 10.82 (1.70) | 0.645 | 5.68 (1.57) | 5.05 (1.69) | <0.001 |
4 | 3.22 (1.75) | 2.42 (1.87) | <0.001 | 1.76 (1.13) | 3.33 (1.98) | <0.001 | 10.33 (1.59) | 10.57 (1.71) | <0.001 | 5.89 (1.49) | 5.04 (1.81) | <0.001 |
5 | 3.23 (1.62) | 2.25 (1.81) | <0.001 | 1.84 (1.21) | 3.66 (1.97) | <0.001 | 10.07 (1.33) | 10.38 (1.47) | <0.001 | 6.01 (1.42) | 5.12 (1.76) | <0.001 |
Characteristic | Residualized Change Score in Physical Activity (SD) (n = 3157) | Residualized Change Score in Screen Time (SD) (n = 3157) | Residualized Change Score in Sleep Duration (SD) (n = 3157) | Residualized Change Score in Sleep Quality (SD) (n = 3045) |
---|---|---|---|---|
Child’s sex (ref: girls) | 0.033 (0.035) | 0.056 (0.035) | −0.032 (0.036) | −0.003 (0.036) |
Child’s age, years (ref: 1 year) | −0.121 *** (0.013) | 0.155 *** (0.013) | −0.047 *** (0.013) | 0.019 (0.013) |
Caregiver’s sex (ref: woman) | 0.201 * (0.098) | −0.169 (0.098) | −0.058 (0.098) | 0.252 * (0.099) |
Caregiver’s age (ref: 18–<25 years) | ||||
≥25–<35 years | −0.104 (0.055) | 0.096 (0.055) | −0.077 (0.055) | 0.064 (0.056) |
≥35–<45 years | −0.244 *** (0.062) | 0.216 ***(0.062) | −0.113 (0.062) | 0.093 (0.063) |
≥45 years | −0.229 (0.145) | −0.127 (0.145) | −0.387 *** (0.145) | 0.162 (0.146) |
Family income per month (ref: <530 USD) | ||||
≥530–<1830 USD | −0.058 (0.040) | 0.056 (0.039) | −0.016 (0.040) | 0.109 ** (0.041) |
≥1830 USD | −0.062 (0.040) | 0.051 (0.051) | −0.010 (0.052) | 0.294 *** (0.053) |
Main caregiver’s level of education (ref: Incomplete high school) | ||||
Complete high school | −0.182 (0.102) | 0.177 (0.102) | 0.013 (0.104) | 0.121 (0.107) |
Technical degree | −0.300 ** (0.109) | 0.282 ** (0.108) | −0.099 (0.111) | 0.104 (0.114) |
University degree | −0.371 *** (0.104) | 0.271 ** (0.103) | −0.093 (0.106) | 0.122 (0.109) |
Children enrolled in ECEC (ref: no) | ||||
Yes | −0.195 *** (0.048) | 0.391 *** (0.048) | 0.078 (0.049) | −0.032 (0.050) |
Dwelling type (ref: House) | ||||
Apartment | −0.404 *** (0.049) | 0.226 *** (0.049) | −0.089 (0.051) | −0.109 * (0.051) |
Other | 0.114 (0.098) | −0.219 * (0.098) | 0.030 (0.100) | 0.031 (0.101) |
Number of people per home (ref: ≤3) | ||||
4 | 0.058 (0.042) | −0.088 * (0.042) | −0.085 * (0.043) | −0.009 (0.044) |
≥5 | 0.115 ** (0.043) | −0.112 ** (0.043) | 0.004 (0.044) | −0.049 (0.045) |
Children per home (ref: 1 child) | ||||
2 children | 0.112 ** (0.038) | −0.021 (0.038) | −0.015 (0.039) | −0.023 (0.040) |
3 or more | 0.124 * (0.053) | −0.025 (0.053) | 0.067 (0.054) | 0.006 (0.055) |
Squared meters per person at home (ref: <11.7 m2 per person) | ||||
≥11.7–<18.3 m2 per person | −0.042 (0.052) | 0.049 (0.051) | −0.074 (0.052) | 0.051 (0.053) |
≥18.3–<25 m2 per person | −0.038 (0.053) | 0.079 (0.053) | −0.025 (0.054) | 0.087 (0.055) |
≥25 m2 per person | 0.053 (0.053) | −0.007 (0.053) | 0.025 (0.054) | 0.158 ** (0.055) |
Available space to play (ref: no) | ||||
Yes | 0.546 *** (0.067) | −0.398 *** (0.067) | −0.057 (0.069) | 0.396 *** (0.070) |
Living area (ref: urban) | ||||
Rural | 0.563 *** (0.055) | −0.278 *** (0.055) | 0.102 (0.056) | 0.120 * (0.057) |
Lockdown (ref: no) | −0.074 (0.042) | 0.050 (0.041) | −0.076 (0.042) | −0.076 (0.043) |
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Aguilar-Farias, N.; Toledo-Vargas, M.; Miranda-Marquez, S.; Cortinez-O'Ryan, A.; Cristi-Montero, C.; Rodriguez-Rodriguez, F.; Martino-Fuentealba, P.; Okely, A.D.; del Pozo Cruz, B. Sociodemographic Predictors of Changes in Physical Activity, Screen Time, and Sleep among Toddlers and Preschoolers in Chile during the COVID-19 Pandemic. Int. J. Environ. Res. Public Health 2021, 18, 176. https://doi.org/10.3390/ijerph18010176
Aguilar-Farias N, Toledo-Vargas M, Miranda-Marquez S, Cortinez-O'Ryan A, Cristi-Montero C, Rodriguez-Rodriguez F, Martino-Fuentealba P, Okely AD, del Pozo Cruz B. Sociodemographic Predictors of Changes in Physical Activity, Screen Time, and Sleep among Toddlers and Preschoolers in Chile during the COVID-19 Pandemic. International Journal of Environmental Research and Public Health. 2021; 18(1):176. https://doi.org/10.3390/ijerph18010176
Chicago/Turabian StyleAguilar-Farias, Nicolas, Marcelo Toledo-Vargas, Sebastian Miranda-Marquez, Andrea Cortinez-O'Ryan, Carlos Cristi-Montero, Fernando Rodriguez-Rodriguez, Pia Martino-Fuentealba, Anthony D. Okely, and Borja del Pozo Cruz. 2021. "Sociodemographic Predictors of Changes in Physical Activity, Screen Time, and Sleep among Toddlers and Preschoolers in Chile during the COVID-19 Pandemic" International Journal of Environmental Research and Public Health 18, no. 1: 176. https://doi.org/10.3390/ijerph18010176
APA StyleAguilar-Farias, N., Toledo-Vargas, M., Miranda-Marquez, S., Cortinez-O'Ryan, A., Cristi-Montero, C., Rodriguez-Rodriguez, F., Martino-Fuentealba, P., Okely, A. D., & del Pozo Cruz, B. (2021). Sociodemographic Predictors of Changes in Physical Activity, Screen Time, and Sleep among Toddlers and Preschoolers in Chile during the COVID-19 Pandemic. International Journal of Environmental Research and Public Health, 18(1), 176. https://doi.org/10.3390/ijerph18010176