1 Martin JL, "Wrist actigraphy" 139 : 1514-1527, 2011
2 Nelson MB, "Validity of consumer-based physical activity monitors for specific activity types" 48 : 1619-1628, 2016
3 Liang Z, "Validity of consumer activity wristbands and wearable EEG for measuring overall sleep parameters and sleep structure in free-living conditions" 2 : 152-178, 2018
4 Tedesco S, "Validity evaluation of the Fitbit Charge2 and the Garmin vivosmart HR+ in freeliving environments in an older adult cohort" 7 : e13084-, 2019
5 Castner J, "Validation of fitness tracker for sleep measures in women with asthma" 56 : 719-730, 2019
6 Lee XK, "Validation of a consumer sleep wearable device with actigraphy and polysomnography in adolescents across sleep opportunity manipulations" 15 : 1337-1346, 2019
7 Lim SE, "Validation of Fitbit Inspire 2TM against polysomnography in adults considering adaptation for use" 15 : 59-67, 2023
8 Dong X, "Validation of Fitbit Charge 4 for assessing sleep in Chinese patients with chronic insomnia : a comparison against polysomnography and actigraphy" 17 : e0275287-, 2022
9 Stucky B, "Validation of Fitbit Charge 2 sleep and heart rate estimates against polysomnographic measures in shift workers : naturalistic study" 23 : e26476-, 2021
10 Moreno-Pino F, "Validation of Fitbit Charge 2 and Fitbit Alta HR against polysomnography for assessing sleep in adults with obstructive sleep apnea" 15 : 1645-1653, 2019
1 Martin JL, "Wrist actigraphy" 139 : 1514-1527, 2011
2 Nelson MB, "Validity of consumer-based physical activity monitors for specific activity types" 48 : 1619-1628, 2016
3 Liang Z, "Validity of consumer activity wristbands and wearable EEG for measuring overall sleep parameters and sleep structure in free-living conditions" 2 : 152-178, 2018
4 Tedesco S, "Validity evaluation of the Fitbit Charge2 and the Garmin vivosmart HR+ in freeliving environments in an older adult cohort" 7 : e13084-, 2019
5 Castner J, "Validation of fitness tracker for sleep measures in women with asthma" 56 : 719-730, 2019
6 Lee XK, "Validation of a consumer sleep wearable device with actigraphy and polysomnography in adolescents across sleep opportunity manipulations" 15 : 1337-1346, 2019
7 Lim SE, "Validation of Fitbit Inspire 2TM against polysomnography in adults considering adaptation for use" 15 : 59-67, 2023
8 Dong X, "Validation of Fitbit Charge 4 for assessing sleep in Chinese patients with chronic insomnia : a comparison against polysomnography and actigraphy" 17 : e0275287-, 2022
9 Stucky B, "Validation of Fitbit Charge 2 sleep and heart rate estimates against polysomnographic measures in shift workers : naturalistic study" 23 : e26476-, 2021
10 Moreno-Pino F, "Validation of Fitbit Charge 2 and Fitbit Alta HR against polysomnography for assessing sleep in adults with obstructive sleep apnea" 15 : 1645-1653, 2019
11 Cook JD, "Utility of the Fitbit Flex to evaluate sleep in major depressive disorder : a comparison against polysomnography and wrist-worn actigraphy" 217 : 299-305, 2017
12 Smith MT, "Use of actigraphy for the evaluation of sleep disorders and circadian rhythm sleep-wake disorders : an American Academy of Sleep Medicine systematic review, meta-analysis, and GRADE assessment" 14 : 1209-1230, 2018
13 Ferguson T, "The validity of consumerlevel, activity monitors in healthy adults worn in free-living conditions : a cross-sectional study" 12 : 42-, 2015
14 Lee PH, "The convergent validity of Actiwatch 2 and Acti-Graph Link accelerometers in measuring total sleeping period, wake after sleep onset, and sleep efficiency in free-living condition" 21 : 209-215, 2017
15 Chandel RS, "Smart watches : a review of evolution in bio-medical sector" 50 : 1053-1066, 2022
16 Asgari Mehrabadi M, "Sleep tracking of a commercially available smart ring and smartwatch against medical-grade actigraphy in everyday settings : instrument validation study" 8 : e20465-, 2020
17 Weatherall J, "Sleep tracking and exercise in patients with type 2 diabetes mellitus(step-D) : pilot study to determine correlations between Fitbit data and patient-reported outcomes" 6 : e131-, 2018
18 Ramar K, "Sleep is essential to health : an American Academy of Sleep Medicine position statement" 17 : 2115-2119, 2021
19 Hoevenaar-Blom MP, "Sleep duration and sleep quality in relation to 12-year cardiovascular disease incidence : the MORGEN study" 34 : 1487-1492, 2011
20 Xu L, "Sleep duration and memory in the elderly Chinese : longitudinal analysis of the Guangzhou Biobank Cohort Study" 37 : 1737-1744, 2014
21 Ibáñez V, "Sleep assessment devices : types, market analysis, and a critical view on accuracy and validation" 16 : 1041-1052, 2019
22 Mantua J, "Reliability of sleep measures from four personal health monitoring devices compared to research-based actigraphy and polysomnography" 16 : 646-, 2016
23 Roomkham S, "Promises and challenges in the use of consumer-grade devices for sleep monitoring" 11 : 53-67, 2018
24 Liu J, "Preliminary agreement on tracking sleep between a wrist-worn device Fitbit Alta and consensus sleep diary" 25 : 1189-1197, 2019
25 Patel AK, "Physiology, sleep stages" StatPearls Publishing
26 Byun JI, "Performance of the Fitbit Charge 2 and Galaxy Watch 2 compared with polysomnography in assessing patients with obstructive sleep apnoea" 40 : 596-602, 2023
27 Chinoy ED, "Performance of seven consumer sleep-tracking devices compared with polysomnography" 44 : zsaa291-, 2021
28 Godino JG, "Performance of a commercial multi-sensor wearable(Fitbit Charge HR)in measuring physical activity and sleep in healthy children" 15 : e0237719-, 2020
29 Menghini L, "Performance of Fitbit Charge 3 against polysomnography in measuring sleep in adolescent boys and girls" 38 : 1010-1022, 2021
30 Haghayegh S, "Performance assessment of new-generation Fitbit technology in deriving sleep parameters and stages" 37 : 47-59, 2020
31 Montgomery-Downs HE, "Movement toward a novel activity monitoring device" 16 : 913-917, 2012
32 Marino M, "Measuring sleep : accuracy, sensitivity, and specificity of wrist actigraphy compared to polysomnography" 36 : 1747-1755, 2013
33 de Zambotti M, "Measures of sleep and cardiac functioning during sleep using a multi-sensory commercially-available wristband in adolescents" 158 : 143-149, 2016
34 Kuula L, "Heart rate variability and firstbeat method for detecting sleep stages in healthy young adults : feasibility study" 9 : e24704-, 2021
35 Benedetti D, "Heart rate detection by Fitbit ChargeHRTM : a validation study versus portable polysomnography" 30 : e13346-, 2021
36 Clevenger KA, "Free-living comparison of physical activity and sleep data from Fitbit activity trackers worn on the dominant and nondominant wrists" 23 : 194-204, 2019
37 Hakim F, "Fragmented sleep accelerates tumor growth and progression through recruitment of tumor-associated macrophages and TLR4 signaling" 74 : 1329-1337, 2014
38 Statista, "Fitness trackers-Worldwide" Statista
39 Baroni A, "Fitbit Flex : an unreliable device for longitudinal sleep measures in a non-clinical population" 20 : 853-854, 2016
40 Kawasaki Y, "Evaluation of sleep parameters and sleep staging(slow wave sleep)in athletes by Fitbit Alta HR, a consumer sleep tracking device" 14 : 819-827, 2022
41 Thota D, "Evaluating the relationship between Fitbit sleep data and selfreported mood, sleep, and environmental contextual factors in healthy adults : pilot observational cohort study" 4 : e18086-, 2020
42 Beattie Z, "Estimation of sleep stages in a healthy adult population from optical plethysmography and accelerometer signals" 38 : 1968-1979, 2017
43 Zschocke J, "Detection and analysis of pulse waves during sleep via wrist-worn actigraphy" 14 : e0226843-, 2019
44 Maczák B, "Detailed analysis and comparison of different activity metrics" 16 : e0261718-, 2021
45 Brooke SM, "Concurrent validity of wearable activity trackers under free-living conditions" 31 : 1097-1106, 2017
46 이현아 ; 이헌정 ; 문정호 ; 이택 ; 김민관 ; 인호 ; 조철현 ; 김린, "Comparison of wearable activity tracker with actigraphy for sleep evaluation and circadian rest-activity rhythm measurement in healthy young adults" 14 : 179-185, 2017
47 Hakim M, "Comparison of the Fitbit® charge and polysomnography for measuring sleep quality in children with sleep disordered breathing" 74 : 259-263, 2022
48 Burkart S, "Comparison of multichannel and single-channel wrist-based devices with polysomnography to measure sleep in children and adolescents" 17 : 645-652, 2021
49 Meltzer LJ, "Comparison of a commercial accelerometer with polysomnography and actigraphy in children and adolescents" 38 : 1323-1330, 2015
50 Pini N, "An automated heart rate-based algorithm for sleep stage classification : validation using conventional polysomnography and an innovative wearable electrocardiogram device" 16 : 974192-, 2022
51 Kosmadopoulos A, "Alternatives to polysomnography(PSG) : a validation of wrist actigraphy and a partial-PSG system" 46 : 1032-1041, 2014
52 Conley S, "Agreement between actigraphic and polysomnographic measures of sleep in adults with and without chronic conditions : a systematic review and meta-analysis" 46 : 151-160, 2019
53 Lichstein KL, "Actigraphy validation with insomnia" 29 : 232-239, 2006
54 Haghayegh S, "Accuracy of wristband Fitbit models in assessing sleep : systematic review and meta-analysis" 21 : e16273-, 2019
55 Liang Z, "Accuracy of Fitbit wristbands in measuring sleep stage transitions and the effect of user-specific factors" 7 : e13384-, 2019
56 Feehan LM, "Accuracy of Fitbit devices : systematic review and narrative syntheses of quantitative data" 6 : e10527-, 2018
57 de Zambotti M, "A validation study of Fitbit Charge 2TM compared with polysomnography in adults" 35 : 465-476, 2018
58 Yuan H, "A systematic review of the performance of actigraphy in measuring sleep stages" 2024
59 Scott H, "A systematic review of the accuracy of sleep wearable devices for estimating sleep onset" 49 : 101227-, 2020
60 Dickinson DL, "A practical validation study of a commercial accelerometer using good and poor sleepers" 3 : 2055102916679012-, 2016
61 Peake JM, "A critical review of consumer wearables, mobile applications, and equipment for providing biofeedback, monitoring stress, and sleep in physically active populations" 9 : 743-, 2018
62 Osterbauer B, "A comparison study of the Fitbit activity monitor and PSG for assessing sleep patterns and movement in children" 1 : 24-35, 2016
63 Wallin H, "A comparison between Actigraph-GT9X Link and Actiwatch 2, by analyzing different sleep variables" Uppsala University 2022
64 Rosenberger M, "24-hour measurement of sleep, sedentary, and physical activity behaviors with wearable monitors" 47 (47): 114-, 2015