Literature DB >> 26618039

Are Currently Available Wearable Devices for Activity Tracking and Heart Rate Monitoring Accurate, Precise, and Medically Beneficial?

Fatema El-Amrawy1, Mohamed Ismail Nounou2.   

Abstract

OBJECTIVES: The new wave of wireless technologies, fitness trackers, and body sensor devices can have great impact on healthcare systems and the quality of life. However, there have not been enough studies to prove the accuracy and precision of these trackers. The objective of this study was to evaluate the accuracy, precision, and overall performance of seventeen wearable devices currently available compared with direct observation of step counts and heart rate monitoring.
METHODS: Each participant in this study used three accelerometers at a time, running the three corresponding applications of each tracker on an Android or iOS device simultaneously. Each participant was instructed to walk 200, 500, and 1,000 steps. Each set was repeated 40 times. Data was recorded after each trial, and the mean step count, standard deviation, accuracy, and precision were estimated for each tracker. Heart rate was measured by all trackers (if applicable), which support heart rate monitoring, and compared to a positive control, the Onyx Vantage 9590 professional clinical pulse oximeter.
RESULTS: The accuracy of the tested products ranged between 79.8% and 99.1%, while the coefficient of variation (precision) ranged between 4% and 17.5%. MisFit Shine showed the highest accuracy and precision (along with Qualcomm Toq), while Samsung Gear 2 showed the lowest accuracy, and Jawbone UP showed the lowest precision. However, Xiaomi Mi band showed the best package compared to its price.
CONCLUSIONS: The accuracy and precision of the selected fitness trackers are reasonable and can indicate the average level of activity and thus average energy expenditure.

Entities:  

Keywords:  Accuracy; Fitness Trackers; Heart Rate; Precision; Step Counting

Year:  2015        PMID: 26618039      PMCID: PMC4659890          DOI: 10.4258/hir.2015.21.4.315

Source DB:  PubMed          Journal:  Healthc Inform Res        ISSN: 2093-3681


  10 in total

1.  Continuous monitoring of functional activities using wearable, wireless gyroscope and accelerometer technology.

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2.  Wearable devices as facilitators, not drivers, of health behavior change.

Authors:  Mitesh S Patel; David A Asch; Kevin G Volpp
Journal:  JAMA       Date:  2015-02-03       Impact factor: 56.272

3.  Accuracy of smartphone applications and wearable devices for tracking physical activity data.

Authors:  Meredith A Case; Holland A Burwick; Kevin G Volpp; Mitesh S Patel
Journal:  JAMA       Date:  2015-02-10       Impact factor: 56.272

Review 4.  Smart wearable systems: current status and future challenges.

Authors:  Marie Chan; Daniel Estève; Jean-Yves Fourniols; Christophe Escriba; Eric Campo
Journal:  Artif Intell Med       Date:  2012-11-01       Impact factor: 5.326

5.  Non-contact, automated cardiac pulse measurements using video imaging and blind source separation.

Authors:  Ming-Zher Poh; Daniel J McDuff; Rosalind W Picard
Journal:  Opt Express       Date:  2010-05-10       Impact factor: 3.894

6.  Development of a smartphone application for clinical-guideline-based obesity management.

Authors:  Eunjoo Jeon; Hyeoun-Ae Park
Journal:  Healthc Inform Res       Date:  2015-01-31

Review 7.  Using pedometers to increase physical activity and improve health: a systematic review.

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Journal:  JAMA       Date:  2007-11-21       Impact factor: 56.272

Review 8.  Wearable and implantable wireless sensor network solutions for healthcare monitoring.

Authors:  Ashraf Darwish; Aboul Ella Hassanien
Journal:  Sensors (Basel)       Date:  2011-05-26       Impact factor: 3.576

Review 9.  Detecting vital signs with wearable wireless sensors.

Authors:  Tuba Yilmaz; Robert Foster; Yang Hao
Journal:  Sensors (Basel)       Date:  2010-12-02       Impact factor: 3.576

10.  Factors affecting acceptance of smartphone application for management of obesity.

Authors:  Eunjoo Jeon; Hyeoun-Ae Park
Journal:  Healthc Inform Res       Date:  2015-04-30
  10 in total
  67 in total

1.  Use of consumer monitors for estimating energy expenditure in youth.

Authors:  Samuel R LaMunion; Andrew L Blythe; Paul R Hibbing; Andrew S Kaplan; Brandon J Clendenin; Scott E Crouter
Journal:  Appl Physiol Nutr Metab       Date:  2019-07-03       Impact factor: 2.665

2.  Heart Rate Recovery 10 Seconds After Cessation of Exercise Predicts Death.

Authors:  Yordi J van de Vegte; Pim van der Harst; Niek Verweij
Journal:  J Am Heart Assoc       Date:  2018-04-05       Impact factor: 5.501

Review 3.  Guidelines for wrist-worn consumer wearable assessment of heart rate in biobehavioral research.

Authors:  Benjamin W Nelson; Carissa A Low; Nicholas Jacobson; Patricia Areán; John Torous; Nicholas B Allen
Journal:  NPJ Digit Med       Date:  2020-06-26

4.  A wrist sensor and algorithm to determine instantaneous walking cadence and speed in daily life walking.

Authors:  Benedikt Fasel; Cyntia Duc; Farzin Dadashi; Flavien Bardyn; Martin Savary; Pierre-André Farine; Kamiar Aminian
Journal:  Med Biol Eng Comput       Date:  2017-02-14       Impact factor: 2.602

Review 5.  How consumer physical activity monitors could transform human physiology research.

Authors:  Stephen P Wright; Tyish S Hall Brown; Scott R Collier; Kathryn Sandberg
Journal:  Am J Physiol Regul Integr Comp Physiol       Date:  2017-01-04       Impact factor: 3.619

6.  Resting heart rate and wearable technology.

Authors:  James S Khan; A Sharma; P Seth
Journal:  CMAJ       Date:  2016-07-12       Impact factor: 8.262

7.  Genes for Good: Engaging the Public in Genetics Research via Social Media.

Authors:  Katharine Brieger; Gregory J M Zajac; Anita Pandit; Johanna R Foerster; Kevin W Li; Aubrey C Annis; Ellen M Schmidt; Chris P Clark; Karly McMorrow; Wei Zhou; Jingjing Yang; Alan M Kwong; Andrew P Boughton; Jinxi Wu; Chris Scheller; Tanvi Parikh; Alejandro de la Vega; David M Brazel; Maia Frieser; Gianna Rea-Sandin; Lars G Fritsche; Scott I Vrieze; Gonçalo R Abecasis
Journal:  Am J Hum Genet       Date:  2019-06-13       Impact factor: 11.025

8.  Tracking Steps on Apple Watch at Different Walking Speeds.

Authors:  Praveen Veerabhadrappa; Matthew Duffy Moran; Mitchell D Renninger; Matthew B Rhudy; Scott B Dreisbach; Kristin M Gift
Journal:  J Gen Intern Med       Date:  2018-06       Impact factor: 5.128

9.  Wireless Sensor-Dependent Ecological Momentary Assessment for Pediatric Asthma mHealth Applications.

Authors:  Chris M Buonocore; Rosemary A Rocchio; Alfonso Roman; Christine E King; Majid Sarrafzadeh
Journal:  IEEE Int Conf Connect Health Appl Syst Eng Technol       Date:  2017-08-17

10.  A qualitative evaluation of breast cancer survivors' acceptance of and preferences for consumer wearable technology activity trackers.

Authors:  Nga H Nguyen; Nyssa T Hadgraft; Melissa M Moore; Dori E Rosenberg; Chris Lynch; Marina M Reeves; Brigid M Lynch
Journal:  Support Care Cancer       Date:  2017-05-24       Impact factor: 3.603

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