| Literature DB >> 29610110 |
Darcy Ummels1,2,3, Emmylou Beekman1,2,3, Kyra Theunissen1, Susy Braun4,5, Anna J Beurskens1,3.
Abstract
BACKGROUND: Measuring physical activity with commercially available activity trackers is gaining popularity. People with a chronic disease can especially benefit from knowledge about their physical activity pattern in everyday life since sufficient physical activity can contribute to wellbeing and quality of life. However, no validity data are available for this population during activities of daily living.Entities:
Keywords: accelerometer; activity tracker; chronic disease; physical activity; physical therapy; validity; wearable
Year: 2018 PMID: 29610110 PMCID: PMC5902695 DOI: 10.2196/mhealth.8524
Source DB: PubMed Journal: JMIR Mhealth Uhealth ISSN: 2291-5222 Impact factor: 4.773
Selected commercially available activity trackers used in this validity study.
| Activity tracker | Manufacturer | Type | Wearing position | Outcome variables |
| Accupedo | Corusen LLC | App | Belt | Number of steps |
| Activ8 | Remedy Distribution Ltd | Accelerometer | Trouser pocket | Number of steps; time spent lying, sitting, standing, walking, running, and cycling; active minutes |
| Digi-Walker CW-700 | Yamax Corp | Pedometer | Wrist | Number of steps, active minutes |
| Flex | Fitbit Inc | Accelerometer | Wrist | Number of steps, active minutes |
| Lumoback | Lumo Bodytech | Accelerometer | Lower back | Number of steps; time spent lying, sitting, standing, walking, running, and cycling; active minutes; number of sit-to-stand transitions |
| Moves | ProtoGeo Oy | App | Trouser pocket | Number of steps, active minutes |
| One | Fitbit Inc | Accelerometer | Belt | Number of steps, active minutes |
| UP24 | Jawbone | Accelerometer | Wrist | Number of steps, active minutes |
| Walking Style X | Omron Healthcare Europe BV | Pedometer | Belt | Number of steps, active minutes |
The developed activity protocol based on principles and free living tasks from other protocols.
| Activity type | Duration of activity, repetitions, | Included in short version |
| Standing | 1 minute | Yes |
| Simulated cleaning of windows | 1 minute | Yes |
| Walking weaving around cones | 7 meters | Yes |
| Sitting in a chair | 2 minutes | Yes |
| Standing | 1 minute | No |
| Vacuum cleaning on the spot | 1 minute | No |
| Vacuum cleaning while walking | 1 minute | Yes |
| Walking weaving around cones | 7 meters | Yes |
| Walking up and down stairs (3 or 4 steps) | 3 times | Yes |
| Lifting a 1-kg object and placing it on a table | 1 minute | Yes |
| Walking in a straight line | 7 meters | Yes |
| Lying in a bed | 6 minutes | No |
| Sitting in a chair | 5 minutes | Yes |
| Standing | 1 minute | No |
| Walking in a straight line while carrying a shopping bag (2.5 kg) | 7 meters 2 times | Yes |
| Walking sideways along a 2-meter kitchen counter | 2 ways 3 times | Yes |
| Standing | 30 seconds | No |
| Walking in a straight line | 7 meters | Yes |
| Cycling (50 to 60 rpmsa at 30 watts) | 3 minutes | Yes |
| Total time | 28 to 33 minutes | 19 to 24 minutes |
aRevolutions per minute.
Characteristics of the included population.
| Characteristics | Participants (n=130) | |
| Gender, male, n (%) | 55 (43.6) | |
| Age, years, mean (SD) | 61.5 (11.1) | |
| Body mass index, kg/m2, mean (SD) | 27.7 (5.2) | |
| Systolic | 136.2 (20.3) | |
| Diastolic | 80.3 (9.7) | |
| Resting heart beat, beats per minute, mean (SD) | 74.0 (12.2) | |
| Transcutaneous oxygen saturation, %, mean (SD) | 96.4 (2.3) | |
| Cardiovascular disease | 20 (15.2) | |
| Chronic obstructive pulmonary disease | 15 (11.4) | |
| Diabetes mellitus | 8 (6.1) | |
| Cancer | 15 (11.4) | |
| Osteoarthritis | 18 (14.4) | |
| Chronic pain | 19 (14.4) | |
| Combination | 34 (27.3) | |
| Comorbidity, CIRSa 0 to 52, mean (SD) | 6.2 (3.9) | |
| Average walk speedb (m/s) mean (SD) | 1.3 (0.3) | |
| 74 (56.4) | ||
| Physical activity level (0 to 8), mean (SD) | 3.8 (2.4) | |
| Physical activity with moderate intensity (0 to 4), mean (SD) | 1.6 (1.6) | |
| Physical activity with vigorous intensity (0 to 4), mean (SD) | 2.2 (1.5) | |
aCIRS: Cumulative Illness Rating Score.
bBased on the 10-meter walk test [44].
cBased on the brief physical activity assessment tool and its accompanying cut-off value [43].
Descriptive statistics of step count by activity tracker compared to the gold standard.
| Activity tracker | Number of participants | Average mean difference in step count (SD)a | Average median difference in step count (25 to 75 percentile)a | Limits of agreement |
| Accupedo | 50 | –176.3 (132.1) | –174.5 (–251.0 to –102.5) | –435.2 to 82.7 |
| Activ8 | 62 | 107.3 (251.9) | 126.0 (30.5 to 243.5) | –471.3 to 721.0 |
| Digi-Walker CW-700 | 52 | –284.5 (129.0) | –253.0 (–383.0 to –169.0) | –537.4 to –31.7 |
| Fitbit Flex | 47 | –93.5 (126.7) | –111.0 (–167.0 to 3.0) | –326.9 to 123.7 |
| Lumoback | 51 | –178.5 (96.0) | –168.0 (–205.5 to –117,0) | –366.9 to 9.3 |
| Moves | 48 | –146.6 (216.3) | –215.0 (–279.5 to –89.3) | –570.5 to 277.4 |
| Fitbit One | 49 | –29.7 (155.1) | –8.0 (–160.0 to 128.0) | –367.8 to 308.6 |
| UP24 | 49 | –252.4 (104.7) | –266.0 (–327.0 to –176.5) | –457.7 to –47.2 |
| Walking Style X | 50 | –204.4 (117.7) | –206.5 (–256.0 to –105.0) | –438.0 to 27.2 |
aActivity tracker minus gold standard.
Figure 1Scatterplot of the number of steps counted by Fitbit One and the gold standard.
Figure 3Scatterplot of the number of steps counted by Digi-walker CW-700 and the gold standard.
Correlation coefficient of the activity trackers and the gold standard for step count.
| Activity tracker | Correlation coefficient ( | t value ( |
| Accupedo | .32 (.02) | –9.4 (<.001) |
| Activ8 | .24 (.06) | –3.9 (.001) |
| Digi-Walker CW-700 | –.33 (.02) | –6.2 (<.001) |
| Flex | .31 (.04) | –5.1 (<.001) |
| Lumoback | .19 (.20) | –6.2 (<.001) |
| Moves | –.02 (.88) | –3.4 (.001) |
| One | –.15 (.30) | –0.9 (.35) |
| UP24 | .09 (.52) | –6.9 (<.001) |
| Walking Style X | .25 (.08) | –12.3 (<.001) |
Figure 4Bland-Altman plot of Fitbit One and the gold standard.
Figure 5Bland-Altman plot of the Aciv8 and the gold standard.
Figure 6Bland-Altman plot of Digi-Walker CW-700 and the gold standard.