| Literature DB >> 31219048 |
Salvatore Tedesco1, Marco Sica1, Andrea Ancillao1, Suzanne Timmons2, John Barton1, Brendan O'Flynn1.
Abstract
BACKGROUND: Few studies have investigated the validity of mainstream wrist-based activity trackers in healthy older adults in real life, as opposed to laboratory settings.Entities:
Keywords: Fitbit; Garmin; aging; energy expenditure; fitness trackers; older adults; physical activity; sleep; wearable activity trackers; wristbands
Year: 2019 PMID: 31219048 PMCID: PMC6607774 DOI: 10.2196/13084
Source DB: PubMed Journal: JMIR Mhealth Uhealth ISSN: 2291-5222 Impact factor: 4.773
Participant characteristics (N=20).
| Characteristic | Males (n=9) | Females (n=11) |
| Age (years), mean (SD) | 70.2 (2.9) | 71.1 (3.1) |
| Height (cm), mean (SD) | 176.8 (4.7) | 161.1 (6.9) |
| Weight (kg), mean (SD) | 81.6 (12.5) | 65.9 (9.3) |
| People with right dominant arm, n | 9 | 10 |
| People with left dominant arm, n | 0 | 1 |
Figure 1Placement of devices on a participant.
Mean values measured, mean error, mean percentagage error, and mean absolute percentage error with related standard deviation for each parameter and tracker (N=20).
| Parameter | Mean (SD) | Mean error (SD) | MPEa (SD) | MAPEb (SD) | |
| Fitbit | 10088.45 (5067.32) | 698.60 (1491.27) | 12.36 (18.26) | 17.05 (13.71) | |
| Garmin | 8834.85 (5067.07) | –555.00 (928.11) | –9.36 (18.55) | 12.90 (16.16) | |
| ActiGraph | 8375.70 (4716.39) | –1014.15 (846.81) | –11.53 (11.55) | 14.23 (7.76) | |
| Fitbit | 2324.25 (547.02) | –175.70 (293.18) | –6.98 (12.67) | 12.26 (7.33) | |
| Garmin | 2434.65 (804.12) | –65.30 (682.94) | –2.09 (27.27) | 20.05 (18.04) | |
| NL2000i | 2102.30 (256.93) | –397.65 (306.13) | –14.61 (10.41) | 16.70 (6.3) | |
| Fitbit | 44.32 (45.83) | 12.63 (28.31) | 31.78 (103.51) | 75.74 (75.32) | |
| Garmin | 39.10 (57.18) | 13.80 (35.70) | 6.42 (109.75) | 91.98 (47.13) | |
| NL2000i | 20.30 (19.03) | –11.70 (18.45) | –41.43 (35.37) | 45.45 (29.67) | |
| Fitbit | 389.83 (59.33) | 5.72 (49.11) | 2.27 (13.66) | 10.14 (9.12) | |
| Garmin | 442.83 (48.64) | 55.39 (48.07) | 15.85 (14.56) | 16.86 (13.3) | |
| Fitbit | 49.21 (16.5) | 0.21 (22.15) | 25.02 (84.72) | 49.73 (72.03) | |
| Garmin | 13.14 (8.93) | –35.86 (22.13) | –66.89 (28.61) | 66.89 (28.61) | |
aMPE: mean percentage error.
bMAPE: mean absolute percentage error.
cMVPA: moderate-to-vigorous physical activity.
dTST: total sleep time.
eWASO: wake after sleep onset.
Intraclass correlation (ICC) and 95% CI for each parameter and tracker (N=20).
| Parameter | ICC (95% CI) | |||||
| Fitbit | Garmin | ActiGraph (waist) | NL2000i | Criterion | ||
| Fitbit | —a | 0.93 (0.65, 0.98) | 0.89 (0.39, 0.97) | — | 0.95 (0.87, 0.98) | |
| Garmin | — | — | 0.98 (0.94, 0.99) | — | 0.98 (0.93, 0.99) | |
| ActiGraph (waist) | — | — | — | — | 0.97 (0.59, 0.99) | |
| Fitbit | — | 0.64 (0.29, 0.84) | — | 0.66 (0.21, 0.86) | 0.80 (0.48, 0.92) | |
| Garmin | — | — | — | 0.32 (–0.07, 0.65) | 0.48 (0.05, 0.76) | |
| NL2000i | — | — | — | — | 0.45 (–0.10, 0.78) | |
| Fitbit | — | 0.96 (0.86, 0.99) | — | 0.41 (–0.01, 0.72) | 0.69 (0.35, 0.87) | |
| Garmin | — | — | 0.46 (–0.11, 0.82) | 0.68 (0.18, 0.91) | ||
| NL2000i | — | — | — | — | 0.60 (0.18, 0.83) | |
| Fitbit | — | 0.43 (–0.10, 0.77) | — | — | 0.67 (0.30, 0.86) | |
| Garmin | — | — | — | — | 0.42 (–0.10, 0.76) | |
| Fitbit | — | <0.01 (–0.08, 0.18) | — | — | 0.32 (–0.28, 0.72) | |
| Garmin | — | — | — | — | 0.01 (–0.10, 0.25) | |
aNot applicable.
bMVPA: moderate-to-vigorous physical activity.
cTST: total sleep time.
dWASO: wake after sleep onset.
Figure 2Mean absolute percentage error (MAPE) with standard deviation for each parameter and tracker. EE: energy expenditure; MVPA: moderate-to-vigorous physical activity; TST: total sleep time; WASO: wake after sleep onset.
Figure 3Bland-Altman plots for steps.
Figure 6Bland-Altman plots for sleep parameters. Top row: total sleep time; bottom row: wake after sleep onset.
Bland-Altman plots summary for each parameter and tracker (N=20).
| Parameter | Fitbit | Garmin | ActiGraph (waist) | NL2000i | Criterion | ||
| Mean error (SD) | —a | 1253.60 (1437.60) | 1712.75 (1726.43) | — | 698.60 (1491.27) | ||
| 95% LoAb | — | –1564.09, 4071.29 | –1671.05, 5096.55 | — | –2224.29, 3621.49 | ||
| Mean error (SD) | — | — | 459.15 (969.78) | — | –555 (928.11) | ||
| 95% LoA | — | — | –1441.62, 2359.92 | — | –2374.10, 1264.10 | ||
| Mean error (SD) | — | — | — | — | –1014.15 (846.81) | ||
| 95% LoA | — | — | — | — | –2673.89, 645.59 | ||
| Mean error (SD) | — | –110.40 (586.13) | — | 221.95 (309.00) | –175.7 (293.18) | ||
| 95% LoA | — | –1259.21, 1038.41 | — | –383.69, 827.59 | –750.34, 398.94 | ||
| Mean error (SD) | — | — | — | 332.35 (671.37) | –65.3 (682.94) | ||
| 95% LoA | — | — | — | –983.53, 1648.23 | –1403.87, 1273.27 | ||
| Mean error (SD) | — | — | — | — | –397.65 (306.13) | ||
| 95% LoA | — | — | — | — | –997.67, 202.37 | ||
| Fitbit | |||||||
| Mean error (SD) | — | 6.20 (16.12) | — | 23.95 (35.55) | 12.63 (28.31) | ||
| 95% LoA | — | –25.39, 37.79 | — | –45.73, 93.63 | –42.86, 68.13 | ||
| Mean error (SD) | — | — | — | 22.60 (43.29) | 13.80 (35.70) | ||
| 95% LoA | — | — | –62.25, 107.45 | –56.18, 83.78 | |||
| Mean error (SD) | — | — | — | — | –11.70 (18.45) | ||
| 95% LoA | — | — | — | — | –47.85, 24.45 | ||
| Mean error (SD) | — | –56.76 (45.99) | — | — | 5.72 (49.11) | ||
| 95% LoA | — | –146.92, 33.39 | — | — | –90.53, 101.97 | ||
| Mean error (SD) | — | — | — | — | 55.39 (48.07) | ||
| 95% LoA | — | — | — | — | –38.82, 149.60 | ||
| Mean error (SD) | — | 36.07 (18.91) | — | — | 0.21 (22.15) | ||
| 95% LoA | — | –0.99, 73.14 | — | — | –43.21, 43.64 | ||
| Mean error (SD) | — | — | — | — | –35.86 (22.13) | ||
| 95% LoA | — | — | — | — | –79.24, 7.52 | ||
aNot applicable.
bLoA: limits of agreement.
cMVPA: moderate-to-vigorous physical activity.
dTST: total sleep time.
eWASO: wake after sleep onset.