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Accuracy of Posture Allocation Algorithms for Thigh- and Waist-Worn Accelerometers

journal contribution
posted on 09.02.2016, 13:32 by Charlotte Louise Edwardson, Alex V. Rowlands, Sarah Bunnewell, James Sanders, Dale W. Esliger, T. Gorely, S. O'Connell, Melanie Davies, Kamlesh Khunti, Thomas Yates
PURPOSE: To compare the accuracy of the activPAL and ActiGraph GT3X+ (waist and thigh) proprietary postural allocation algorithms and an open source postural allocation algorithm applied to GENEActiv (thigh) and ActiGraph GT3X+ (thigh) data. METHODS: 34 adults (≥18 years) wore the activPAL3, GENEActiv and ActiGraph GT3X+ on the right thigh and an ActiGraph on the right hip while performing four lying, seven sitting and five upright activities in the laboratory. Lying and sitting tasks incorporated a range of leg angles (e.g., lying with legs bent, sitting with legs crossed). Each activity was performed for five minutes while being directly observed. Percent time correctly classified was calculated. RESULTS: Participants consisted of 14 males and 20 females (mean age 27.2±5.9 years; mean body mass index of 23.8±3.7kg/m). All postural allocation algorithms applied to monitors worn on the thigh correctly classified ≥93% of the time lying, ≥91% of the time sitting and ≥93% of the time upright. The ActiGraph waist proprietary algorithm correctly classified 72% of the time lying, 58% of the time sitting and 74% of the time upright. Both the activPAL and ActiGraph thigh proprietary algorithms misclassified sitting on a chair with legs stretched out (58% and 5% classified incorrectly respectively). The ActiGraph thigh proprietary and open source algorithm applied to the thigh worn ActiGraph misclassified participants lying on their back with their legs bent 27% and 9% of the time, respectively. CONCLUSION: All postural allocation algorithms when applied to devices worn on the thigh were highly accurate in identifying lying, sitting and upright posture. Given the poor accuracy of the waist algorithm for detecting sitting, caution should be taken if inferring sitting time from a waist-worn device.

History

Citation

Medicine and Science in Sports and Exercise, 2016, 48(6), pp. 1085–1090

Author affiliation

/Organisation/COLLEGE OF MEDICINE, BIOLOGICAL SCIENCES AND PSYCHOLOGY/School of Medicine/Department of Cardiovascular Sciences

Version

AM (Accepted Manuscript)

Published in

Medicine and Science in Sports and Exercise

Publisher

American College of Sports Medicine (ACSM), Lippincott, Williams & Wilkins

issn

0195-9131

eissn

1530-0315

Acceptance date

07/01/2016

Copyright date

2016

Available date

01/07/2017

Publisher version

http://journals.lww.com/acsm-msse/pages/articleviewer.aspx?year=9000&issue=00000&article=97618&type=abstract

Notes

The file associated with this record is under a 12-month embargo from publication in accordance with the publisher's self-archiving policy. The full text may be available through the publisher links provided above.;The file associated with this record is under embargo until 12 months after publication, in accordance with the publisher's self-archiving policy. The full text may be available through the publisher links provided above.

Language

en

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