Sunny days, cloudy behavior? Associations between weather patterns and movement behaviors in preschoolers using compositional data analysis.

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Title: Sunny days, cloudy behavior? Associations between weather patterns and movement behaviors in preschoolers using compositional data analysis.
Authors: Campos-Garzón P; Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden; SPORT Research Group (CTS-1024), CIBIS (Centro de Investigación para El Bienestar y La Inclusión Social) Research Center, University of Almería, Carr. Sacramento, S/N, La Cañada, Almería, 04120, Spain. Electronic address: pablo.campos.garzon@ki.se., Tynelius P; Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden; Centre for Epidemiology and Community Medicine, Stockholm County Council, Stockholm, Sweden., Lundberg M; Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden., Wilén C; Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden; Center for Wellbeing, Welfare and Happiness, Stockholm School of Economics, Stockholm, Sweden., Ahlqvist VH; Department of Biomedicine, Aarhus University, Aarhus, Denmark; Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden., Migueles JH; Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden; PROFITH 'PROmoting FITness and Health Through Physical Activity' Research Group, Department of Physical Education and Sports, Faculty of Sport Sciences, University of Granada, Granada, Spain., Neovius M; Department of Medicine, Clinical Epidemiology Division, Karolinska Institutet, Stockholm, Sweden; Department of Public Health Sciences, Thompson School of Social Work & Public Health, University of Hawai 'i at Mānoa, United States., Henriksson P; Department of Health, Medicine and Caring Sciences, Linköping University, Linköping, Sweden., Dahlen M; Center for Wellbeing, Welfare and Happiness, Stockholm School of Economics, Stockholm, Sweden., Magnusson C; Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden; Centre for Epidemiology and Community Medicine, Region Stockholm, Stockholm, Sweden., Berglind D; Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden; Center for Wellbeing, Welfare and Happiness, Stockholm School of Economics, Stockholm, Sweden; Centre for Epidemiology and Community Medicine, Region Stockholm, Stockholm, Sweden.
Source: Environmental research [Environ Res] 2026 Jun 02; Vol. 305 (Pt 1), pp. 124902. Date of Electronic Publication: 2026 Jun 02.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 0147621 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1096-0953 (Electronic) Linking ISSN: 00139351 NLM ISO Abbreviation: Environ Res Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Campos-Garzón+P%22">Campos-Garzón P</searchLink>; Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden; SPORT Research Group (CTS-1024), CIBIS (Centro de Investigación para El Bienestar y La Inclusión Social) Research Center, University of Almería, Carr. Sacramento, S/N, La Cañada, Almería, 04120, Spain. Electronic address: pablo.campos.garzon@ki.se.<br /><searchLink fieldCode="AU" term="%22Tynelius+P%22">Tynelius P</searchLink>; Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden; Centre for Epidemiology and Community Medicine, Stockholm County Council, Stockholm, Sweden.<br /><searchLink fieldCode="AU" term="%22Lundberg+M%22">Lundberg M</searchLink>; Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden.<br /><searchLink fieldCode="AU" term="%22Wilén+C%22">Wilén C</searchLink>; Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden; Center for Wellbeing, Welfare and Happiness, Stockholm School of Economics, Stockholm, Sweden.<br /><searchLink fieldCode="AU" term="%22Ahlqvist+VH%22">Ahlqvist VH</searchLink>; Department of Biomedicine, Aarhus University, Aarhus, Denmark; Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden.<br /><searchLink fieldCode="AU" term="%22Migueles+JH%22">Migueles JH</searchLink>; Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden; PROFITH 'PROmoting FITness and Health Through Physical Activity' Research Group, Department of Physical Education and Sports, Faculty of Sport Sciences, University of Granada, Granada, Spain.<br /><searchLink fieldCode="AU" term="%22Neovius+M%22">Neovius M</searchLink>; Department of Medicine, Clinical Epidemiology Division, Karolinska Institutet, Stockholm, Sweden; Department of Public Health Sciences, Thompson School of Social Work & Public Health, University of Hawai 'i at Mānoa, United States.<br /><searchLink fieldCode="AU" term="%22Henriksson+P%22">Henriksson P</searchLink>; Department of Health, Medicine and Caring Sciences, Linköping University, Linköping, Sweden.<br /><searchLink fieldCode="AU" term="%22Dahlen+M%22">Dahlen M</searchLink>; Center for Wellbeing, Welfare and Happiness, Stockholm School of Economics, Stockholm, Sweden.<br /><searchLink fieldCode="AU" term="%22Magnusson+C%22">Magnusson C</searchLink>; Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden; Centre for Epidemiology and Community Medicine, Region Stockholm, Stockholm, Sweden.<br /><searchLink fieldCode="AU" term="%22Berglind+D%22">Berglind D</searchLink>; Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden; Center for Wellbeing, Welfare and Happiness, Stockholm School of Economics, Stockholm, Sweden; Centre for Epidemiology and Community Medicine, Region Stockholm, Stockholm, Sweden.
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  Data: <searchLink fieldCode="JN" term="%220147621%22">Environmental research</searchLink> [Environ Res] 2026 Jun 02; Vol. 305 (Pt 1), pp. 124902. <i>Date of Electronic Publication: </i>2026 Jun 02.
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