TY - JOUR
T1 - Identifying the most proximal multi-level factors associated with meeting each of the 24-h movement behavior recommendations in a sample of autistic adults
AU - Healy, Sean
AU - Brewer, Benjamin
AU - Hoopes, Elissa
AU - Paller, Alexis
AU - Mayberry, Shannon
AU - Maguire, Joseph
AU - Daly, Julie
AU - Laxton, Paige
AU - Patterson, Freda
N1 - Publisher Copyright:
© 2022 Elsevier Inc.
PY - 2022/10
Y1 - 2022/10
N2 - Background: Autistic adults have poorer 24-h movement behaviors, including lower levels of physical activity, more time spent being sedentary, and shorter sleep duration than neurotypical adults. Social ecological frameworks posit that 24-h movement behaviors are determined by multi-level domains; however, not known is which multi-level factors are most important to meeting each of the 24-h movement behavior guidelines among autistic adults. Objective: This study examined the relative importance of a range of multi-level determinants on meeting guidelines for the 24-h movement behaviors of aerobic physical activity, sedentary behavior, and sleep. Methods: We administered at cross-sectional electronic survey to a national self-selecting, convenience sample of autistic adults and caregivers of autistic adults residing in the USA. We used machine learning to examine the relative variable importance (VIMP) of 55 multi-level variables with meeting recommendations for physical activity, sedentary behavior, and sleep duration. VIMPs >0 indicate predictive variables/domains. Results: A greater number of group activities attended in the last 3-months, and greater independence in completing activities of daily living were most important to meeting aerobic physical activity guidelines. Group activity participation and marital status were important to meeting sedentary behavior guidelines while having a fewer number of comorbidities was most important to achieving adequate sleep. Conclusions: These data support hypotheses about the role of family and social level interventions targeting movement behaviors in autistic adults.
AB - Background: Autistic adults have poorer 24-h movement behaviors, including lower levels of physical activity, more time spent being sedentary, and shorter sleep duration than neurotypical adults. Social ecological frameworks posit that 24-h movement behaviors are determined by multi-level domains; however, not known is which multi-level factors are most important to meeting each of the 24-h movement behavior guidelines among autistic adults. Objective: This study examined the relative importance of a range of multi-level determinants on meeting guidelines for the 24-h movement behaviors of aerobic physical activity, sedentary behavior, and sleep. Methods: We administered at cross-sectional electronic survey to a national self-selecting, convenience sample of autistic adults and caregivers of autistic adults residing in the USA. We used machine learning to examine the relative variable importance (VIMP) of 55 multi-level variables with meeting recommendations for physical activity, sedentary behavior, and sleep duration. VIMPs >0 indicate predictive variables/domains. Results: A greater number of group activities attended in the last 3-months, and greater independence in completing activities of daily living were most important to meeting aerobic physical activity guidelines. Group activity participation and marital status were important to meeting sedentary behavior guidelines while having a fewer number of comorbidities was most important to achieving adequate sleep. Conclusions: These data support hypotheses about the role of family and social level interventions targeting movement behaviors in autistic adults.
KW - Autism spectrum disorder
KW - Machine-learning
KW - Physical activity
KW - Sedentary behavior
KW - Sleep duration
KW - Social-ecological
UR - http://www.scopus.com/inward/record.url?scp=85137723371&partnerID=8YFLogxK
U2 - 10.1016/j.dhjo.2022.101367
DO - 10.1016/j.dhjo.2022.101367
M3 - Article
C2 - 36089505
AN - SCOPUS:85137723371
SN - 1936-6574
VL - 15
JO - Disability and Health Journal
JF - Disability and Health Journal
IS - 4
M1 - 101367
ER -