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Measuring Time in the Office Using Bluetooth Sensors: Feasibility and Validity Considerations
The office is a key setting for intervening to reduce sitting, therefore office-specific activity measures are needed to evaluate interventions. We tested whether valid measures of office time and office-specific activities could be obtained using Bluetooth sensing with a variety of sampling interva...
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Published in: | Journal for the measurement of physical behaviour 2019-03, Vol.2 (1), p.36-44 |
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container_title | Journal for the measurement of physical behaviour |
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creator | Clark, Bronwyn K. Hadgraft, Nyssa T. Sugiyama, Takemi Winkler, Elisabeth A. |
description | The office is a key setting for intervening to reduce sitting, therefore office-specific activity measures are needed to evaluate interventions. We tested whether valid measures of office time and office-specific activities could be obtained using Bluetooth sensing with a variety of sampling intervals, receiver wear positions, and beacon placements. Workers from one building (n = 29, 72% female, age 23–68 years) wore, for one workday, the activPAL3 on the thigh (measured sitting, standing and stepping) and the Bluetooth-enabled ActiGraph Link on the wrist and thigh. Location (office/not) was estimated by Bluetooth signal presence/absence at two beacons in the wearer’s office (desk, wall), with chest-worn video cameras as the criterion. Accuracy in location classification was assessed and compared across 60-s, 30-s, and 10-s sampling intervals. The validity of Bluetooth-derived measures of total time in the office and in office-specific activities was assessed. For both the wrist and thigh-worn Link, with various beacon placements, accurate classification of location (office/not) was obtained, with a significant (p |
doi_str_mv | 10.1123/jmpb.2018-0046 |
format | article |
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We tested whether valid measures of office time and office-specific activities could be obtained using Bluetooth sensing with a variety of sampling intervals, receiver wear positions, and beacon placements. Workers from one building (n = 29, 72% female, age 23–68 years) wore, for one workday, the activPAL3 on the thigh (measured sitting, standing and stepping) and the Bluetooth-enabled ActiGraph Link on the wrist and thigh. Location (office/not) was estimated by Bluetooth signal presence/absence at two beacons in the wearer’s office (desk, wall), with chest-worn video cameras as the criterion. Accuracy in location classification was assessed and compared across 60-s, 30-s, and 10-s sampling intervals. The validity of Bluetooth-derived measures of total time in the office and in office-specific activities was assessed. For both the wrist and thigh-worn Link, with various beacon placements, accurate classification of location (office/not) was obtained, with a significant (p < .05) but trivial difference in accuracy across sampling interval options (F scores all ≈ .98). With the 60-s sampling interval, mean absolute percent error was very small for office time and office sitting time (<5%), but higher for infrequent activities: standing (17%–23%), incidental stepping (30%–49%), and purposeful walking (57%–86%). The ActiGraph Link can be used to validly measure office time and office location of activity with a 60-s Bluetooth setting. 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We tested whether valid measures of office time and office-specific activities could be obtained using Bluetooth sensing with a variety of sampling intervals, receiver wear positions, and beacon placements. Workers from one building (n = 29, 72% female, age 23–68 years) wore, for one workday, the activPAL3 on the thigh (measured sitting, standing and stepping) and the Bluetooth-enabled ActiGraph Link on the wrist and thigh. Location (office/not) was estimated by Bluetooth signal presence/absence at two beacons in the wearer’s office (desk, wall), with chest-worn video cameras as the criterion. Accuracy in location classification was assessed and compared across 60-s, 30-s, and 10-s sampling intervals. The validity of Bluetooth-derived measures of total time in the office and in office-specific activities was assessed. For both the wrist and thigh-worn Link, with various beacon placements, accurate classification of location (office/not) was obtained, with a significant (p < .05) but trivial difference in accuracy across sampling interval options (F scores all ≈ .98). With the 60-s sampling interval, mean absolute percent error was very small for office time and office sitting time (<5%), but higher for infrequent activities: standing (17%–23%), incidental stepping (30%–49%), and purposeful walking (57%–86%). The ActiGraph Link can be used to validly measure office time and office location of activity with a 60-s Bluetooth setting. Higher resolution improves accuracy but not to a meaningful degree.</description><subject>Accuracy</subject><subject>Control charts</subject><subject>Movement</subject><subject>Offices</subject><subject>Wearable computers</subject><issn>2575-6605</issn><issn>2575-6613</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><recordid>eNo9kM1LAzEQxYMoWGqvngOet2aSzX5402JVqPRg601Ckk1synZTk-yh_727VDzNG-bNPOaH0C2QOQBl9_vDUc0pgSojJC8u0ITykmdFAezyXxN-jWYx7gkhFDgQUk7Q17uRsQ-u-8YbdzDYdTjtDF5b67TB2zgOntreJO_TDn-YLvoQH_By2HLKtS6dsOwa_Clb14zNwnfRNSbI5AZ1g66sbKOZ_dUp2i6fN4vXbLV-eVs8rjJN8yplKmdgGFGq1HU-_CBLqRttoKC8KHQJSmpdWZpzmVNT1Lwy1lJV2gpULRkwNkV357vH4H96E5PY-z50Q6SgUEPNASo6uOZnlw4-xmCsOAZ3kOEkgIiRohgpipGiGCmyX5KAZgE</recordid><startdate>201903</startdate><enddate>201903</enddate><creator>Clark, Bronwyn K.</creator><creator>Hadgraft, Nyssa T.</creator><creator>Sugiyama, Takemi</creator><creator>Winkler, Elisabeth A.</creator><general>Human Kinetics</general><scope>AAYXX</scope><scope>CITATION</scope><scope>NAPCQ</scope></search><sort><creationdate>201903</creationdate><title>Measuring Time in the Office Using Bluetooth Sensors: Feasibility and Validity Considerations</title><author>Clark, Bronwyn K. ; Hadgraft, Nyssa T. ; Sugiyama, Takemi ; Winkler, Elisabeth A.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c248t-b431e30bb7c94018a7acdce162566c71bacc8f245a42e6958eff2b7f81b9a3133</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Accuracy</topic><topic>Control charts</topic><topic>Movement</topic><topic>Offices</topic><topic>Wearable computers</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Clark, Bronwyn K.</creatorcontrib><creatorcontrib>Hadgraft, Nyssa T.</creatorcontrib><creatorcontrib>Sugiyama, Takemi</creatorcontrib><creatorcontrib>Winkler, Elisabeth A.</creatorcontrib><collection>CrossRef</collection><collection>Nursing & Allied Health Premium</collection><jtitle>Journal for the measurement of physical behaviour</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Clark, Bronwyn K.</au><au>Hadgraft, Nyssa T.</au><au>Sugiyama, Takemi</au><au>Winkler, Elisabeth A.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Measuring Time in the Office Using Bluetooth Sensors: Feasibility and Validity Considerations</atitle><jtitle>Journal for the measurement of physical behaviour</jtitle><date>2019-03</date><risdate>2019</risdate><volume>2</volume><issue>1</issue><spage>36</spage><epage>44</epage><pages>36-44</pages><issn>2575-6605</issn><eissn>2575-6613</eissn><abstract>The office is a key setting for intervening to reduce sitting, therefore office-specific activity measures are needed to evaluate interventions. We tested whether valid measures of office time and office-specific activities could be obtained using Bluetooth sensing with a variety of sampling intervals, receiver wear positions, and beacon placements. Workers from one building (n = 29, 72% female, age 23–68 years) wore, for one workday, the activPAL3 on the thigh (measured sitting, standing and stepping) and the Bluetooth-enabled ActiGraph Link on the wrist and thigh. Location (office/not) was estimated by Bluetooth signal presence/absence at two beacons in the wearer’s office (desk, wall), with chest-worn video cameras as the criterion. Accuracy in location classification was assessed and compared across 60-s, 30-s, and 10-s sampling intervals. The validity of Bluetooth-derived measures of total time in the office and in office-specific activities was assessed. For both the wrist and thigh-worn Link, with various beacon placements, accurate classification of location (office/not) was obtained, with a significant (p < .05) but trivial difference in accuracy across sampling interval options (F scores all ≈ .98). With the 60-s sampling interval, mean absolute percent error was very small for office time and office sitting time (<5%), but higher for infrequent activities: standing (17%–23%), incidental stepping (30%–49%), and purposeful walking (57%–86%). The ActiGraph Link can be used to validly measure office time and office location of activity with a 60-s Bluetooth setting. Higher resolution improves accuracy but not to a meaningful degree.</abstract><cop>Champagne</cop><pub>Human Kinetics</pub><doi>10.1123/jmpb.2018-0046</doi><tpages>9</tpages></addata></record> |
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source | Human Kinetics Journals |
subjects | Accuracy Control charts Movement Offices Wearable computers |
title | Measuring Time in the Office Using Bluetooth Sensors: Feasibility and Validity Considerations |
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