Evidence map›Paper›PMID 41701929›Full record

ArticleJMIR formative research2026

Accuracy of Optical Heart Rate Measurements for 10 Commercial Wearables in Different Climate Conditions and Activities: Instrument Validation Study.

Jasper Gielen, Catharina Nina Van Oost, Glen Debard, Romy Sels, Nele A J De Witte, Toon Colman, Bert Bonroy, Jean-Marie Aerts

Abstract readValidation Study
In one paragraph

Article in JMIR formative research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Jasper Gielen *Department of Biosystems, Research group M3-BIORES, KU Leuven, Kasteelpark Arenberg 30, Leuven, 3001, Belgium, +3216377112.ORCID 0000-0002-9459-836X
Catharina Nina Van Oost *Department of Biosystems, Research group M3-BIORES, KU Leuven, Kasteelpark Arenberg 30, Leuven, 3001, Belgium, +3216377112.ORCID 0009-0003-1046-0190
Glen DebardMobilab & Care, Centre of Expertise Care and Well-being, Thomas More University of Applied Sciences, Geel, Belgium.ORCID 0000-0002-0195-4848
Romy SelsMobilab & Care, Centre of Expertise Care and Well-being, Thomas More University of Applied Sciences, Geel, Belgium.ORCID 0000-0002-3906-8294
Nele A J De WittePsychology & Technology, Centre of Expertise Care and Well-being, Thomas More University of Applied Sciences, Antwerp, Belgium.ORCID 0000-0001-6313-7256
Toon ColmanPsychology & Technology, Centre of Expertise Care and Well-being, Thomas More University of Applied Sciences, Antwerp, Belgium.ORCID 0009-0001-0917-3456
Bert BonroyMobilab & Care, Centre of Expertise Care and Well-being, Thomas More University of Applied Sciences, Geel, Belgium.ORCID 0000-0002-7147-5025
Jean-Marie AertsDepartment of Biosystems, Research group M3-BIORES, KU Leuven, Kasteelpark Arenberg 30, Leuven, 3001, Belgium, +3216377112.ORCID 0000-0001-5548-9163

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Commercial wearable devices allow for continuous heart rate (HR) monitoring in daily life. Their accuracy under ecologically valid conditions, however, remains insufficiently independently tested, especially during irregular activity, cognitive stress, and variable climates. Objective: This study evaluated the HR accuracy of 10 commercially available wearables under controlled variations in physical activity, cognitive stress, and temperature. We hypothesized that physical activity irregularity, cognitive stress, and thermal climate conditions would affect measurement accuracy. Methods: Forty-five healthy adults (21-68, mean 34, SD 12 y) completed a standardized protocol in climate-controlled chambers simulating neutral (23 °C), hot (36 °C), and cold (10 °C) conditions. Tasks included rest, cognitive stress (Montreal Imaging Stress Task), steady walking, and intermittent walking. Each of the 10 devices (Fitbit Charge 6, Fitbit Inspire 3, Garmin Vivosmart 5, Garmin Vivoactive 5, Apple Watch SE, Google Pixel Watch 2, Polar Ignite 3, Polar Pacer, Xiaomi Watch 2, and Oura Ring Gen 3) was compared against electrocardiogram-derived HR from a Zephyr BioHarness chest strap. Accuracy was assessed using mean absolute error (MAE), mean absolute percentage error (MAPE), repeated-measures concordance correlation coefficient (CCC), and Bland-Altman analysis. Results: Significant variability across the devices was observed. Fitbit Charge 6 (MAE 4.5 bpm, MAPE 5.5%, CCC 0.93) and Google Pixel Watch 2 (MAE 4.9 bpm, MAPE 6.7%, CCC 0.87) showed strong agreement with the gold standard. In contrast, Fitbit Inspire 3, Polar Ignite 3, Polar Pacer, and Oura Ring displayed larger errors (MAE 9-14 bpm, MAPE 11%-16%) and lower CCC values (0.45-0.66). The climate conditions did not significantly affect the measurement accuracy of the test devices. The activity type, however, did have a significant effect: intermittent walking increased errors for multiple devices. Conclusions: Wearable HR measurement accuracy is device-specific and context-dependent. Moderate climates did not impair performance, but irregular movement reduced accuracy. Fitbit Charge 6 and Google Pixel Watch 2 demonstrated the highest reliability, supporting their use in health and sports monitoring. Careful device selection and context-aware interpretation remain critical for applied and clinical applications.

Indexed as

ClimateHeart RateWearable Electronic DevicesAdultFemaleHumansMaleMiddle AgedReproducibility of ResultsYoung Adultclimateexercisefitness trackersheart ratemobile healthmonitoringstresswearable electronic devices

Identifiers

PMID41701929
PMCPMC12912460

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.