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Accuracy of Optical Heart Rate Sensing Technology in Wearable Fitness Trackers for Young and Older Adults: Validation and Comparison Study

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Accuracy of Wrist-Worn Heart Rate Monitors

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Sample size formulas for estimating intraclass correlation coefficients with precision and assurance

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Resting Heart Rate: Risk Indicator and Emerging Risk Factor in Cardiovascular Disease

inferredcites →https://doi.org/10.1016/j.csda.2008.09.026openalex-snapshot

Comparison of ICC and CCC for assessing agreement for data without and with replications

inferredcites →https://doi.org/10.1016/j.csda.2012.11.004openalex-snapshot

Assessing agreement with intraclass correlation coefficient and concordance correlation coefficient for data with repeated measures

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Comparison of elliptical training, stationary cycling, treadmill walking and overground walking. Electromyographic patterns

inferredcites →https://doi.org/10.1016/j.ijcard.2012.03.119openalex-snapshot

How accurate is pulse rate variability as an estimate of heart rate variability?

inferredcites →https://doi.org/10.1016/j.ijmedinf.2011.03.002openalex-snapshot

Older adults: Are they ready to adopt health-related ICT?

inferredcites →https://doi.org/10.1016/j.jcm.2016.02.012openalex-snapshot

A Guideline of Selecting and Reporting Intraclass Correlation Coefficients for Reliability Research

inferredcites →https://doi.org/10.1016/j.jns.2014.07.003openalex-snapshot

CNS-disease affecting the heart: Brain–heart disorders

inferredcites →https://doi.org/10.1016/j.jsams.2013.10.241openalex-snapshot

Validation of the Fitbit One activity monitor device during treadmill walking

inferredcites →https://doi.org/10.1016/j.medengphy.2014.02.006openalex-snapshot

Validity of using tri-axial accelerometers to measure human movement – Part II: Step counts at a wide range of gait velocities

inferredcites →https://doi.org/10.1049/htl.2016.0006openalex-snapshot

Heart rate variability estimation in photoplethysmography signals using Bayesian learning approach

inferredcites →https://doi.org/10.1080/026404198366623openalex-snapshot

Heart rate monitors: State of the art

inferredcites →https://doi.org/10.1088/0031-9155/19/3/003openalex-snapshot

A photoelectric plethysmograph for the measurement of cutaneous blood flow

inferredcites →https://doi.org/10.1088/0967-3334/28/3/r01openalex-snapshot

Photoplethysmography and its application in clinical physiological measurement

inferredcites →https://doi.org/10.1088/0967-3334/31/9/015openalex-snapshot

Photoplethysmography pulse rate variability as a surrogate measurement of heart rate variability during non-stationary conditions

inferredcites →https://doi.org/10.1093/oxfordjournals.aje.a113046openalex-snapshot

HEART RATE AS A PROGNOSTIC FACTOR FOR CORONARY HEART DISEASE AND MORTALITY: FINDINGS IN THREE CHICAGO EPIDEMIOLOGIC STUDIES

inferredcites →https://doi.org/10.1109/cit/iucc/dasc/picom.2015.211openalex-snapshot

Activity Tracker and Elderly

inferredcites →https://doi.org/10.1109/embc.2014.6944419openalex-snapshot

Evaluation of wearable consumer heart rate monitors based on photopletysmography

inferredcites →https://doi.org/10.1109/embc.2015.7318391openalex-snapshot

Evaluation of accuracy and reliability of PulseOn optical heart rate monitoring device

inferredcites →https://doi.org/10.1109/embc.2015.7319800openalex-snapshot

Heart Rate monitoring during physical exercise using wrist-type photoplethysmographic (PPG) signals

inferredcites →https://doi.org/10.1109/memea.2016.7533786openalex-snapshot

Design, development and clinical validation of a wrist-based optical heart rate monitor

inferredcites →https://doi.org/10.1109/titb.2012.2188536openalex-snapshot

Artifact Removal in Physiological Signals—Practices and Possibilities

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Aesthetics and Cosmetic Surgery for Darker Skin Types

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Efficacy of a Peer‐Guided Exercise Programme for Adolescents with Intellectual Disability

inferredcites →https://doi.org/10.1111/j.1745-7599.2008.00393.xopenalex-snapshot

The effectiveness of a peer‐mentored older adult fitness program on perceived physical, mental, and social function

inferredcites →https://doi.org/10.1123/jsr.2013-0145openalex-snapshot

Concurrent Validity of Resting Pulse-Rate Measurements: A Comparison of 2 Smartphone Applications, the Polar H7 Belt Monitor, and a Pulse Oximeter With Bluetooth

inferredcites →https://doi.org/10.1136/bmjsem-2015-000106openalex-snapshot

How accurate are the wrist-based heart rate monitors during walking and running activities? Are they accurate enough?

inferredcites →https://doi.org/10.1145/2750858.2804269openalex-snapshot

When fitness trackers don't 'fit'

inferredcites →https://doi.org/10.1152/ajpregu.00349.2016openalex-snapshot

How consumer physical activity monitors could transform human physiology research

inferredcites →https://doi.org/10.1177/1541931213601248openalex-snapshot

Describing the User Experience of Wearable Fitness Technology through Online Product Reviews

inferredcites →https://doi.org/10.1186/s12966-015-0314-1openalex-snapshot

Systematic review of the validity and reliability of consumer-wearable activity trackers

inferredcites →https://doi.org/10.1186/s13102-015-0018-5openalex-snapshot

Reliability and validity of ten consumer activity trackers

inferredcites →https://doi.org/10.1186/s13102-018-0098-0openalex-snapshot

Wrist-worn optical and chest strap heart rate comparison in a heterogeneous sample of healthy individuals and in coronary artery disease patients

inferredcites →https://doi.org/10.1196/annals.1354.044openalex-snapshot

Prevention and Treatment of Skin Aging

inferredcites →https://doi.org/10.1249/fit.0000000000000164openalex-snapshot

WORLDWIDE SURVEY OF FITNESS TRENDS FOR 2016

inferredcites →https://doi.org/10.1249/fit.0000000000000252openalex-snapshot

WORLDWIDE SURVEY OF FITNESS TRENDS FOR 2017

inferredcites →https://doi.org/10.1249/fit.0000000000000438openalex-snapshot

WORLDWIDE SURVEY OF FITNESS TRENDS FOR 2019

inferredcites →https://doi.org/10.1249/fit.0000000000000526openalex-snapshot

WORLDWIDE SURVEY OF FITNESS TRENDS FOR 2020

inferredcites →https://doi.org/10.1249/jsr.0b013e31829a68cfopenalex-snapshot

ACSM’s New Preparticipation Health Screening Recommendations from ACSM’s Guidelines for Exercise Testing and Prescription, Ninth Edition

inferredcites →https://doi.org/10.1249/mss.0000000000000933openalex-snapshot

Validity of Consumer-Based Physical Activity Monitors for Specific Activity Types

inferredcites →https://doi.org/10.1249/mss.0000000000001146openalex-snapshot

Reliability and Validity of Ten Consumer Activity Trackers Depend on Walking Speed

inferredcites →https://doi.org/10.1249/mss.0000000000001284openalex-snapshot

Variable Accuracy of Wearable Heart Rate Monitors during Aerobic Exercise

inferredcites →https://doi.org/10.1249/mss.0000000000001471openalex-snapshot

Validity of Wearable Activity Monitors during Cycling and Resistance Exercise

inferredcites →https://doi.org/10.1371/journal.pone.0154420openalex-snapshot

Accuracy of Heart Rate Watches: Implications for Weight Management

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Assessment of the Fitbit Charge 2 for monitoring heart rate

inferredcites →https://doi.org/10.2196/10108openalex-snapshot

Methodological Shortcomings of Wrist-Worn Heart Rate Monitors Validations

inferredcites →https://doi.org/10.2196/mhealth.4225openalex-snapshot

Acceptance of Commercially Available Wearable Activity Trackers Among Adults Aged Over 50 and With Chronic Illness: A Mixed-Methods Evaluation

inferredcites →https://doi.org/10.2196/mhealth.5120openalex-snapshot

Older Adults’ Experiences Using a Commercially Available Monitor to Self-Track Their Physical Activity

inferredcites →https://doi.org/10.2196/mhealth.7043openalex-snapshot

Estimating Accuracy at Exercise Intensities: A Comparative Study of Self-Monitoring Heart Rate and Physical Activity Wearable Devices

inferredcites →https://doi.org/10.2196/mhealth.8233openalex-snapshot

Fitbit Charge HR Wireless Heart Rate Monitor: Validation Study Conducted Under Free-Living Conditions

inferredcites →https://doi.org/10.3109/03091902.2015.1047536openalex-snapshot

Validation of photoplethysmography as a method to detect heart rate during rest and exercise

inferredcites →https://doi.org/10.3233/978-1-61499-289-9-759openalex-snapshot

The Usefulness of Activity Trackers in Elderly with Reduced Mobility: A Case Study

inferredcites →https://doi.org/10.3389/fphys.2017.00725openalex-snapshot

Criterion-Validity of Commercially Available Physical Activity Tracker to Estimate Step Count, Covered Distance and Energy Expenditure during Sports Conditions

inferredcites →https://doi.org/10.4258/hir.2015.21.4.315openalex-snapshot

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

inferredcites →https://doi.org/10.70252/njqx2719openalex-snapshot

Current State of Commercial Wearable Technology in Physical Activity Monitoring 2015-2017

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Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Sports Heart Monitors as Reliable Diagnostic Tools for Training Control and Detecting Arrhythmias in Professional and Leisure-Time Endurance Athletes: An Expert Consensus Statement

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Review: Using wearable activity trackers for research in the global south: Lessons learned from adolescent psychotherapy research in Kenya — R0/PR4

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Author comment: Using wearable activity trackers for research in the global south: Lessons learned from adolescent psychotherapy research in Kenya — R1/PR7

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Usage Trends and Data Sharing Practices of Healthcare Wearable Devices Among US Adults: Cross-Sectional Study

inferred← citeshttps://doi.org/10.2196/64184openalex-snapshot

An App-Based Remote Patient Monitoring System With Wrist and In-Ear Wearables in Gastrointestinal Oncology: Prospective Feasibility Pilot Study

inferred← citeshttps://doi.org/10.2196/67110openalex-snapshot

Wrist-Worn and Arm-Worn Wearables for Monitoring Heart Rate During Sedentary and Light-to-Vigorous Physical Activities: Device Validation Study

inferred← citeshttps://doi.org/10.2196/68733openalex-snapshot

Assessing Minority Stress and Physiological Response Through Ecological Momentary Assessment and Sensors: Protocol for a Feasibility and Acceptability of the Stress and Heart Pilot Study

inferred← citeshttps://doi.org/10.2196/87324openalex-snapshot

The Representation of Different Populations in Studies Assessing the Validity of Consumer Wearable Photoplethysmography-Based Measurements: Scoping Review

inferred← citeshttps://doi.org/10.2196/preprints.30893openalex-snapshot

Validation of heart rate measurement of Fitbit Charge 4 and Xiaomi Mi Band 5 (Preprint)

inferred← citeshttps://doi.org/10.2196/preprints.59521openalex-snapshot

Accuracy of the Huawei GT2 Smartwatch for measuring Physical Activity and Sleep among Adults during Daily Life: A Validation Study (Preprint)

inferred← citeshttps://doi.org/10.2196/preprints.67110openalex-snapshot

Heart Rate Measurement Using Optical Technology on the Arm and Wrist during Different Activities at Different Intensities: An Analytical Validation Study (Preprint)

inferred← citeshttps://doi.org/10.2196/preprints.87324openalex-snapshot

Who is missing? A scoping review on the representation of different populations in studies assessing the validity of consumer wearable PPG-based measurements (Preprint)

inferred← citeshttps://doi.org/10.23939/istcmtm2025.02.005openalex-snapshot

WAVELET-BASED rPPG SIGNAL ANALYSIS: CWT FOR SPECTRAL PEAK LOCALIZATION AND IDENTIFICATION WITH PULSE OXIMETER VALIDATION Primary

inferred← citeshttps://doi.org/10.3389/fdgth.2025.1581285openalex-snapshot

Predicting chronic pain using wearable devices: a scoping review of sensor capabilities, data security, and standards compliance

inferred← citeshttps://doi.org/10.3389/fnut.2025.1651457openalex-snapshot

A U-shaped dose–response of carbohydrate–protein supplementation on rowing performance

inferred← citeshttps://doi.org/10.3389/fpsyg.2023.983286openalex-snapshot

Exploring the effects of a wearable biocueing app (Sense-IT) as an addition to aggression regulation therapy in forensic psychiatric outpatients

inferred← citeshttps://doi.org/10.3389/fpsyg.2025.1710147openalex-snapshot

Target size, self-efficacy, and stress as determinants of precision in a marksmanship task

inferred← citeshttps://doi.org/10.3389/fspor.2023.1213655openalex-snapshot

Heart rate responses, agreement and accuracy among persons with severe disabilities participating in the indirect movement program: Team Twin—an observational study

inferred← citeshttps://doi.org/10.3390/bios10060056openalex-snapshot

Wearable Skin Sensors and Their Challenges: A Review of Transdermal, Optical, and Mechanical Sensors

inferred← citeshttps://doi.org/10.3390/brainsci13030502openalex-snapshot

Cardiorespiratory Assessments in Panic Disorder Facilitated by Wearable Devices: A Systematic Review and Brief Comparison of the Wearable Zephyr BioPatch with the Quark-b2 Stationary Testing System

inferred← citeshttps://doi.org/10.3390/bs15081095openalex-snapshot

Lessons Learned in Digital Health Promotion: The Promise and Challenge of Contextual Behavioral Science Methodology in Valuing Intervention Research

inferred← citeshttps://doi.org/10.3390/geriatrics6020038openalex-snapshot

Wearable Devices for Physical Activity and Healthcare Monitoring in Elderly People: A Critical Review

inferred← citeshttps://doi.org/10.3390/healthcare9030343openalex-snapshot

Remote Monitoring of Critically-Ill Post-Surgical Patients: Lessons from a Biosensor Implementation Trial

inferred← citeshttps://doi.org/10.3390/ijerph19031593openalex-snapshot

Is the Xiaomi Mi Band 4 an Accuracy Tool for Measuring Health-Related Parameters in Adults and Older People? An Original Validation Study

inferred← citeshttps://doi.org/10.3390/nano12030334openalex-snapshot

Recent Advances in Wearable Optical Sensor Automation Powered by Battery versus Skin-like Battery-Free Devices for Personal Healthcare—A Review

inferred← citeshttps://doi.org/10.3390/photonics10060698openalex-snapshot

A Concise Review of the Progress in Photonic Sensing Devices

inferred← citeshttps://doi.org/10.3390/s20185171openalex-snapshot

Shedding Light on Nocturnal Movements in Parkinson’s Disease: Evidence from Wearable Technologies

inferred← citeshttps://doi.org/10.3390/s21237854openalex-snapshot

Tourist Experiences Recommender System Based on Emotion Recognition with Wearable Data

inferred← citeshttps://doi.org/10.3390/s22010060openalex-snapshot

Wristbands in Home-Based Rehabilitation—Validation of Heart Rate Measurement

inferred← citeshttps://doi.org/10.3390/s22010180openalex-snapshot

Heart Rate and Distance Measurement of Two Multisport Activity Trackers and a Cellphone App in Different Sports: A Cross-Sectional Validation and Comparison Field Study

inferred← citeshttps://doi.org/10.3390/s22030756openalex-snapshot

Anomaly Detection Framework for Wearables Data: A Perspective Review on Data Concepts, Data Analysis Algorithms and Prospects

inferred← citeshttps://doi.org/10.3390/s22072577openalex-snapshot

An Experimental Feasibility Study Evaluating the Adequacy of a Sportswear-Type Wearable for Recording Exercise Intensity

inferred← citeshttps://doi.org/10.3390/s23198244openalex-snapshot

PhysioKit: An Open-Source, Low-Cost Physiological Computing Toolkit for Single- and Multi-User Studies

inferred← citeshttps://doi.org/10.3390/s23249890openalex-snapshot

Empowering Participatory Research in Urban Health: Wearable Biometric and Environmental Sensors for Activity Recognition

inferred← citeshttps://doi.org/10.3390/s24144675openalex-snapshot

Validity of Current Smartwatches for Triathlon Training: How Accurate Are Heart Rate, Distance, and Swimming Readings?

inferred← citeshttps://doi.org/10.3390/s24237475openalex-snapshot

Deriving Accurate Nocturnal Heart Rate, rMSSD and Frequency HRV from the Oura Ring

inferred← citeshttps://doi.org/10.3390/s25010275openalex-snapshot

Validation of Aerobic Capacity (VO2max) and Pulse Oximetry in Wearable Technology

inferred← citeshttps://doi.org/10.3390/s25092926openalex-snapshot

Validation of an Open-Source Smartwatch for Continuous Monitoring of Physical Activity and Heart Rate in Adults

inferred← citeshttps://doi.org/10.3390/s25196049openalex-snapshot

A Systematic Review of Chest-Worn Sensors in Cardiac Assessment: Technologies, Advantages, and Limitations

inferred← citeshttps://doi.org/10.3390/technologies11030066openalex-snapshot

A Deeper Look into Exercise Intensity Tracking through Mobile Applications: A Brief Report

inferred← citeshttps://doi.org/10.3390/technologies12050068openalex-snapshot

Application and Challenges of the Technology Acceptance Model in Elderly Healthcare: Insights from ChatGPT

inferred← citeshttps://doi.org/10.36074/grail-of-science.17.10.2025.061openalex-snapshot

ІННОВАЦІЙНА СИСТЕМА МОНІТОРИНГУ ФІЗИЧНОГО ТЕСТУВАННЯ КУРСАНТІВ РЯТУВАЛЬНИКІВ: РОЗРОБКА СЕРЕДОВИЩА З НАТІЛЬНИМИ ДАТЧИКАМИ СЕРЦЕБИТТЯ

inferred← citeshttps://doi.org/10.3758/s13428-024-02387-3openalex-snapshot

From lab to life: Evaluating the reliability and validity of psychophysiological data from wearable devices in laboratory and ambulatory settings

inferred← citeshttps://doi.org/10.3846/ntcs.2026.26721openalex-snapshot

Wearable physiological sensor fusion for pain episode detection: a review

inferred← citeshttps://doi.org/10.4236/ojn.2023.1310041openalex-snapshot

Comparison of Fitness Tracking Using Three Different Smartwatches during Free Activities in Daily Life

inferred← citeshttps://doi.org/10.46465/endustrimuhendisligi.1733882openalex-snapshot

İŞE BAĞLI DİNLENME SÜRELERİNİN MAKİNE ÖĞRENMESİ İLE TAHMİN EDİLMESİ

inferred← citeshttps://doi.org/10.51582/interconf.19-20.04.2025.033openalex-snapshot

Wavelet-based coherence analysis of rPPG and PPG signals in time-frequency domain for physiological monitoring

inferred← citeshttps://doi.org/10.51847/ewqgluhrgtopenalex-snapshot

Assessing VO2max and Pulse Oximetry Accuracy in Wearable Devices

inferred← citeshttps://doi.org/10.54392/ijpefs2421openalex-snapshot

Predictive Modeling of Heart Rate Dynamics based on Physical Characteristics and Exercise Parameters: A Machine Learning Approach

inferred← citeshttps://doi.org/10.5535/arm.22050openalex-snapshot

Accuracy and Validity of Commercial Smart Bands for Heart Rate Measurements During Cardiopulmonary Exercise Test

inferred← citeshttps://doi.org/10.6007/ijarbss/v13-i11/19259openalex-snapshot

Investigating Aesthetic Preferences in Wearable Devices via the Unified Model of Aesthetics: A Review

inferred← citeshttps://doi.org/10.70252/pmwe7524openalex-snapshot

Assessing the Validity of Several Heart Rate Monitors in Wearable Technology While Mountain Biking

inferred← citeshttps://doi.org/10.7759/cureus.94074openalex-snapshot

Photoplethysmography in Diverse Skin Tones: Evaluating Bias in Smartwatch Health Monitoring

Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.