This paper is in the following e-collection/theme issue:

Digital Health Reviews (1533) Fitness Trackers and Smart Pedometers/Accelerometers (612) Insomnia and Sleep Hygiene (209)

Published on in Vol 21, No 11 (2019): November

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/16273, first published .
Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis

Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis

Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis

Authors of this article:

Shahab Haghayegh1 Author Orcid Image ;   Sepideh Khoshnevis1 Author Orcid Image ;   Michael H Smolensky1, 2 Author Orcid Image ;   Kenneth R Diller1 Author Orcid Image ;   Richard J Castriotta3 Author Orcid Image
Article Authors Cited by (288) Tweetations (49) Metrics
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Sven Awege Sven Awege @SVENNIECO

Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis https://t.co/olFDzusbEA

3:56 PM · Nov 28, 2019

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JMIR Publications JMIR Publications @jmirpub

New in JMIR: Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis… https://t.co/nER4crpfQv

4:56 PM · Nov 28, 2019

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Emre Sezgin, PhD Emre Sezgin, PhD @Emre_szg

Fitbit has limited ability in assessing sleep parameters with low specificity, and cannot take place of medical lev… https://t.co/Kh6AatSdzh

5:23 PM · Nov 28, 2019

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mHealth Systems Lab mHealth Systems Lab @mhsl_ethz

Wrist worn #sleep trackers are no replacement for sleep EEG and #polysomnography. Consider this when buying… https://t.co/KvyD7MSUht

6:21 AM · Nov 29, 2019

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1
PHARMAMEDIX PHARMAMEDIX @PHARMAMEDIX

Do Wristband #Fitbit Models work for assessing sleep? Focus on @jmirpub https://t.co/T4w50yyXBk #digitalhealth… https://t.co/2x7szie7dI

9:08 AM · Nov 29, 2019

6
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BMM on Health and Tech BMM on Health and Tech @datadrivencare

RT @PHARMAMEDIX: Do Wristband #Fitbit Models work for assessing sleep? Focus on @jmirpub https://t.co/T4w50yyXBk #digitalhealth #healthdevi…

9:16 AM · Nov 29, 2019

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yahyatuts yahyatuts @yahyapatel

RT @PHARMAMEDIX: Do Wristband #Fitbit Models work for assessing sleep? Focus on @jmirpub https://t.co/T4w50yyXBk #digitalhealth #healthdevi…

9:20 AM · Nov 29, 2019

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Sueñon Sueñon @sueno_on

Revisión sistemática y metanálisis de la fiabilidad de los dispositivos tipo Fitbit para valorar el sueño. https://t.co/YsUqIIw3wE

10:55 AM · Nov 29, 2019

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FisioActiva Global FisioActiva Global @FisiotGlobal

RT @sueno_on: Revisión sistemática y metanálisis de la fiabilidad de los dispositivos tipo Fitbit para valorar el sueño. https://t.co/YsUqI…

10:58 AM · Nov 29, 2019

8
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Isabel Feria Isabel Feria @sarofe2

RT @sueno_on: Revisión sistemática y metanálisis de la fiabilidad de los dispositivos tipo Fitbit para valorar el sueño. https://t.co/YsUqI…

11:01 AM · Nov 29, 2019

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Simone Ceruti Simone Ceruti @ilceruttino

Accuracy of Wristband Fitbit Models in Assessing Sleep #DigitalHealth #Fitbit https://t.co/YBoHyPrxJf

11:07 AM · Nov 29, 2019

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yahyatuts yahyatuts @yahyapatel

RT @ilceruttino: Accuracy of Wristband Fitbit Models in Assessing Sleep #DigitalHealth #Fitbit https://t.co/YBoHyPrxJf

11:20 AM · Nov 29, 2019

0
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Gonzalo Pine Gonzalo Pine @PediaQuironVlc

Cuidado con fiarse exc3sivamente de esto a sistemas de control. Además no estan testados en niños. Accuracy of Wris… https://t.co/61LWz8ktiL

1:51 PM · Nov 29, 2019

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Laura Tüshaus Laura Tüshaus @LTushaus

RT @mhsl_ethz: Wrist worn #sleep trackers are no replacement for sleep EEG and #polysomnography. Consider this when buying #wearables on #B…

3:29 PM · Nov 29, 2019

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Juan C Ivancevich MD Juan C Ivancevich MD @Aller_MD

Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis https://t.co/MFbEiGmjyt https://t.co/fcJ9GsucOL

5:00 PM · Nov 29, 2019

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EnfermeroMorfeo (Àlex Pastor) EnfermeroMorfeo (Àlex Pastor) @DiaSueno

RT @PediaQuironVlc: Cuidado con fiarse exc3sivamente de esto a sistemas de control. Además no estan testados en niños. Accuracy of Wristban…

7:36 PM · Nov 29, 2019

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1
X.M. Meijome #Sentidiño!! X.M. Meijome #Sentidiño!! @EnferEvidente

RT @sueno_on: Revisión sistemática y metanálisis de la fiabilidad de los dispositivos tipo Fitbit para valorar el sueño. https://t.co/YsUqI…

8:06 PM · Nov 29, 2019

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SLaai SLaai @SocLatAlergia

RT @Aller_MD: Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis https://t.co/MFbEiGmjyt https://t…

9:07 PM · Nov 29, 2019

1
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Interasma Interasma @Interasma

RT @Aller_MD: Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis https://t.co/MFbEiGmjyt https://t…

9:08 PM · Nov 29, 2019

1
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Fundación Libra Fundación Libra @FUNDACIONLIBRA

RT @Aller_MD: Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis https://t.co/MFbEiGmjyt https://t…

9:08 PM · Nov 29, 2019

1
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ARIAguideline ARIAguideline @ARIAGuideline

RT @Aller_MD: Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis https://t.co/MFbEiGmjyt https://t…

9:09 PM · Nov 29, 2019

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Fco. L. Gil Muñoz Fco. L. Gil Muñoz @FGilMunoz

????‍♂️????‍♂️????‍♂️ Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis https://t.co/dkQFe3Gipa

9:51 PM · Nov 29, 2019

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Cecilia G. Cecilia G. @Wiwichu1970

RT @sueno_on: Revisión sistemática y metanálisis de la fiabilidad de los dispositivos tipo Fitbit para valorar el sueño. https://t.co/YsUqI…

10:59 PM · Nov 29, 2019

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World Allergy Organization World Allergy Organization @worldallergy

Top story: JMIR - Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis | Hag… https://t.co/CVFsxg7POZ

12:49 AM · Nov 30, 2019

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marylin valentin #cuidarescuidarnos???? marylin valentin #cuidarescuidarnos???? @marylinvalenti5

RT @worldallergy: Top story: JMIR - Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis | Haghayegh…

1:51 AM · Nov 30, 2019

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Juan C Ivancevich MD Juan C Ivancevich MD @Aller_MD

RT @worldallergy: Top story: JMIR - Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis | Haghayegh…

11:11 AM · Nov 30, 2019

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Interasma Interasma @Interasma

RT @worldallergy: Top story: JMIR - Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis | Haghayegh…

11:18 AM · Nov 30, 2019

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Fundación Libra Fundación Libra @FUNDACIONLIBRA

RT @worldallergy: Top story: JMIR - Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis | Haghayegh…

11:19 AM · Nov 30, 2019

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ARIAguideline ARIAguideline @ARIAGuideline

RT @worldallergy: Top story: JMIR - Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis | Haghayegh…

11:20 AM · Nov 30, 2019

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SLaai SLaai @SocLatAlergia

RT @worldallergy: Top story: JMIR - Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis | Haghayegh…

11:22 AM · Nov 30, 2019

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Lukas Krondorf Lukas Krondorf @LKrondorf

Wearables are inaccurate at estimating sleep stages. Don't trust their data. Radar based sensors with deep learning… https://t.co/dpSQPsDN0F

12:00 PM · Nov 30, 2019

0
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JMIR Publications JMIR Publications @jmirpub

RT @PHARMAMEDIX: Do Wristband #Fitbit Models work for assessing sleep? Focus on @jmirpub https://t.co/T4w50yyXBk #digitalhealth #healthdevi…

12:58 PM · Nov 30, 2019

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John Davis John Davis @JDruns

New review: newer models of Fitbits that use heart rate track sleep more accurately than older models. https://t.co/EXHc8IO0TN

5:17 PM · Dec 06, 2019

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Digi-Bridges Digi-Bridges @Digi_Bridges

Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis via @jmirpub… https://t.co/RPCZGYGyog

5:30 PM · Dec 16, 2019

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Christine K Jacob Christine K Jacob @JacobChristine

Sleep-staging Fitbit models showed promising performance, especially in differentiating wake from sleep, but still… https://t.co/wlDi18nx5X

5:30 PM · Dec 16, 2019

3
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CareMo CareMo @caring_mobile

RT @JacobChristine: Sleep-staging Fitbit models showed promising performance, especially in differentiating wake from sleep, but still are…

5:37 PM · Dec 16, 2019

3
3
CareMo CareMo @caring_mobile

RT @Digi_Bridges: Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis via @jmirpub #DigitalHealth…

5:37 PM · Dec 16, 2019

3
2
HealthMarkets4U HealthMarkets4U @HealthMarkets4U

Sleep-staging Fitbit models showed promising performance, especially in differentiating wake from sleep, but still… https://t.co/DN4YZjXf2I

5:45 PM · Dec 16, 2019

0
1
CareMo CareMo @caring_mobile

RT @HealthMarkets4U: Sleep-staging Fitbit models showed promising performance, especially in differentiating wake from sleep, but still are…

5:52 PM · Dec 16, 2019

0
1
JMIR Publications JMIR Publications @jmirpub

RT @JacobChristine: Sleep-staging Fitbit models showed promising performance, especially in differentiating wake from sleep, but still are…

8:23 PM · Dec 16, 2019

3
3
JMIR Publications JMIR Publications @jmirpub

RT @Digi_Bridges: Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis via @jmirpub #DigitalHealth…

8:23 PM · Dec 16, 2019

3
2
Susan H. Lin, ScD Susan H. Lin, ScD @SusanLinOT

RT @JacobChristine: Sleep-staging Fitbit models showed promising performance, especially in differentiating wake from sleep, but still are…

7:59 PM · Dec 17, 2019

3
3
Ryuhei So Ryuhei So @RyuheiSo

積ん読解消シリーズ。Fitbitによる睡眠モニタリングの精度をPSGを標準として検証した研究のメタアナリシス。 Accuracy of Wristband Fitbit Models in Assessing Sleep: Sys… https://t.co/TrRD1XphcU

7:07 AM · Jan 08, 2020

1
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Tuki Attuquayefio Tuki Attuquayefio @tuki_nii

Accuracy of Fitbit monitors:::::: ⌚ pretty good but tend to overestimate sleep time and underestimate wake time… https://t.co/XdimoZkVlj

2:16 PM · Feb 29, 2020

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???? ???? @Saiiirrr

Ignore this. Saving this for later cause I want to find out how accurate my fitbit is lol. https://t.co/BqkElKTztV.

1:38 PM · Aug 11, 2020

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Lorcan Walsh Lorcan Walsh @lc_walsh

@shane_a_lynn @fitbit I dunno. You have an astounding ability to sleep. Does that match with this data - being awak… https://t.co/Bq0GKtDVni

10:19 AM · Oct 12, 2020

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어엉부엉 어엉부엉 @d_ijk_stra

@03_30u @coding_lupin 이런건 어떠세요? https://t.co/ahDXzPYopi

8:38 PM · Nov 05, 2020

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Jesse Cook Jesse Cook @SleepAndSports

Nice systematic review and meta analysis on accuracy of Fitbit models for estimating sleep https://t.co/MNAxyDf9Z8

8:51 PM · Dec 22, 2020

11
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Brandon Peters, MD Brandon Peters, MD @BrandonPetersMD

RT @SleepAndSports: Nice systematic review and meta analysis on accuracy of Fitbit models for estimating sleep https://t.co/MNAxyDf9Z8

9:02 PM · Dec 22, 2020

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Mahmoud Al Hajji محمود الحاجي Mahmoud Al Hajji محمود الحاجي @mahajji

بحسب الدراسة فإن ساعات #Fitbit تعطي صورة تقديرية مقبولة لساعات و مراحل #النوم يمكن من خلالها تقفي و تحسين عادات… https://t.co/rcaXPOttck

8:27 AM · Dec 30, 2020

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yahyatuts yahyatuts @yahyapatel

RT @mahajji: بحسب الدراسة فإن ساعات #Fitbit تعطي صورة تقديرية مقبولة لساعات و مراحل #النوم يمكن من خلالها تقفي و تحسين عادات #النوم https…

9:20 AM · Dec 30, 2020

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عدنان أحمد الحاجي عدنان أحمد الحاجي @adnan1921

RT @mahajji: بحسب الدراسة فإن ساعات #Fitbit تعطي صورة تقديرية مقبولة لساعات و مراحل #النوم يمكن من خلالها تقفي و تحسين عادات #النوم https…

5:20 PM · Dec 30, 2020

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