TY - JOUR
T1 - Cross-validation of cut-points in preschool children using different accelerometer placements and data axes
AU - Altenburg, Teatske M.
AU - de Vries, Lotte
AU - op den Buijsch, Rianne
AU - Eyre, Emma
AU - Dobell, Alexandra
AU - Duncan, Michael
AU - Chinapaw, Mai J.M.
N1 - Funding Information: The authors reported there is no funding associated with the work featured in this article. We would like to thank all participating preschools and parents of participating children for enabling the current study. Publisher Copyright: © 2022 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group.
PY - 2022/2
Y1 - 2022/2
N2 - The present study cross-validated various cut-points to assess physical activity and sedentary behaviour in preschoolers, using hip- and wrist-worn accelerometers and both vertical axis and vector magnitude data. Secondly, we examined the influence of epoch length on time estimates of physical activity and sedentary behaviour. Sixty-four preschoolers (34 girls) wore two accelerometers, on their right hip and dominant wrist, during 1 hour of free play. Preschoolers’ activities were observed by two trained researchers. Area under the curve (AUC) was calculated for the receiving operating characteristic (ROC) curves as a measure of precision. AUC ranges were 0.603–0.723 for sedentary behaviour, 0.472–0.545 for light physical activity and 0.503–0.661 for moderate-to-vigorous physical activity (MVPA), indicating poor to fair precision. Percentage of time classified as sedentary behaviour, light or MVPA according to observation and accelerometer data varied largely between cut-points, accelerometer placements and axes. The influence of epoch length on time estimates was minimal across cut-points, except for one hip-based vector magnitude cut-point. Across all accelerometer placements and data axes, no set of cut-points demonstrated adequate precision for sedentary behaviour, light physical activity and MVPA. The highly variable and omnidirectional activity pattern of preschoolers may explain the lack of adequate cut-points.
AB - The present study cross-validated various cut-points to assess physical activity and sedentary behaviour in preschoolers, using hip- and wrist-worn accelerometers and both vertical axis and vector magnitude data. Secondly, we examined the influence of epoch length on time estimates of physical activity and sedentary behaviour. Sixty-four preschoolers (34 girls) wore two accelerometers, on their right hip and dominant wrist, during 1 hour of free play. Preschoolers’ activities were observed by two trained researchers. Area under the curve (AUC) was calculated for the receiving operating characteristic (ROC) curves as a measure of precision. AUC ranges were 0.603–0.723 for sedentary behaviour, 0.472–0.545 for light physical activity and 0.503–0.661 for moderate-to-vigorous physical activity (MVPA), indicating poor to fair precision. Percentage of time classified as sedentary behaviour, light or MVPA according to observation and accelerometer data varied largely between cut-points, accelerometer placements and axes. The influence of epoch length on time estimates was minimal across cut-points, except for one hip-based vector magnitude cut-point. Across all accelerometer placements and data axes, no set of cut-points demonstrated adequate precision for sedentary behaviour, light physical activity and MVPA. The highly variable and omnidirectional activity pattern of preschoolers may explain the lack of adequate cut-points.
KW - Preschoolers
KW - classification
KW - physical activity
KW - sedentary behaviour
KW - vector magnitude
KW - vertical axis
UR - http://www.scopus.com/inward/record.url?scp=85122851518&partnerID=8YFLogxK
U2 - https://doi.org/10.1080/02640414.2021.1994726
DO - https://doi.org/10.1080/02640414.2021.1994726
M3 - Article
C2 - 35040373
SN - 0264-0414
VL - 40
SP - 379
EP - 385
JO - Journal of Sports Sciences
JF - Journal of Sports Sciences
IS - 4
ER -