Evidence map›Paper›PMID 41990212›Full record

ArticleJMIR cardio2026

Heart Rate Estimation Using the Galaxy Watch During Maximal Cardiopulmonary Exercise Testing: Cross-Sectional Validation Study.

Allan Inoue, João Paulo Ferreira Soares, Felipe Antunes-Santos, Alexandre Ferreira, Alberto Gonçalves, João Arthur Alcântara, Marcelo Rodrigues Dos Santos

Abstract readValidation Study
In one paragraph

Article in JMIR cardio, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

7 authors.

Allan InoueHealth Data Lab, Sidia Institute of Science and Technology, Av. Autaz Mirim, 2211 - Distrito Industrial I, Manaus, 69075-155, Brazil, 55 (92) 3212-3444.ORCID http://orcid.org/0000-0003-3068-0839
João Paulo Ferreira SoaresHealth Data Lab, Sidia Institute of Science and Technology, Av. Autaz Mirim, 2211 - Distrito Industrial I, Manaus, 69075-155, Brazil, 55 (92) 3212-3444.ORCID http://orcid.org/0000-0002-9974-4995
Felipe Antunes-SantosHealth Data Lab, Sidia Institute of Science and Technology, Av. Autaz Mirim, 2211 - Distrito Industrial I, Manaus, 69075-155, Brazil, 55 (92) 3212-3444.ORCID http://orcid.org/0000-0003-3298-9215
Alexandre FerreiraHealth Data Lab, Sidia Institute of Science and Technology, Av. Autaz Mirim, 2211 - Distrito Industrial I, Manaus, 69075-155, Brazil, 55 (92) 3212-3444.ORCID http://orcid.org/0000-0001-9389-1639
Alberto GonçalvesHealth Data Lab, Sidia Institute of Science and Technology, Av. Autaz Mirim, 2211 - Distrito Industrial I, Manaus, 69075-155, Brazil, 55 (92) 3212-3444.ORCID http://orcid.org/0009-0009-8141-9690
João Arthur AlcântaraHealth Data Lab, Sidia Institute of Science and Technology, Av. Autaz Mirim, 2211 - Distrito Industrial I, Manaus, 69075-155, Brazil, 55 (92) 3212-3444.ORCID http://orcid.org/0000-0001-7765-7391
Marcelo Rodrigues Dos SantosHealth Data Lab, Sidia Institute of Science and Technology, Av. Autaz Mirim, 2211 - Distrito Industrial I, Manaus, 69075-155, Brazil, 55 (92) 3212-3444.ORCID http://orcid.org/0000-0003-2926-1311

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Photoplethysmography-based smartwatches are increasingly used for continuous heart rate (HR) monitoring. Their accuracy has been demonstrated at rest or during low-intensity activity, but data are scarce for maximal-intensity exercise, when motion artifacts and rapid hemodynamic changes can degrade the photoplethysmography signal. Validating these devices under such demanding conditions is essential before they are applied to clinical exercise testing, athletic training, or remote health monitoring. Objective: This study aimed to evaluate the validity of the Samsung Galaxy Watch 6 (GW6) in estimating HR throughout a graded, maximal ramp cardiopulmonary exercise test performed on a treadmill. A secondary aim was to explore whether measurement error varies across 5 predefined intensity zones (50%-60%, 60%-70%, 70%-80%, 80%-90%, and 90%-100% of the maximum HR determined individually for each participant). Methods: Overall, 55 healthy adults (30 men, 25 women; mean age 30.3, SD 8.2 years) completed a symptom-limited incremental treadmill protocol to volitional exhaustion. Simultaneous HR recordings were obtained from the GW6 (left arm) and a Polar H10 chest strap monitor, which served as the reference standards. For each intensity zone, the following agreement indices were computed: intraclass correlation coefficient (ICC), median absolute error, median absolute percentage error, and root mean squared error. Bland-Altman analysis was performed to quantify the mean bias and 95% limits of agreement between the GW6 and the Polar H10. Statistical significance was set at P<.05. Results: Agreement between the GW6 and Polar H10 varied across exercise intensities. ICC indicated moderate to good agreement at low to moderate intensities (ICC=0.71 at 50%-60%; ICC=0.89 at 60%-70%; ICC=0.54 at 70%-80%; and ICC=0.64 at 80%-90% HRmax), and at 90%-100% of HRmax the agreement was good-to-excellent (ICC=0.90). Absolute error metrics showed stable or reduced errors with increasing intensity, with median absolute error consistently around 1-3 bpm and median absolute percentage error declining from 2.90% at 50%-60% HRmax to 0.60%-0.75% at ≥70% HRmax. Root mean squared error ranged from 4.62 to 4.88 bpm across intensity zones. Bland-Altman analysis showed that the GW6 consistently underestimated HR compared with the Polar H10, with an overall mean bias of -2.67 bpm and wide limits of agreement (-16.90 to 11.57 bpm). This negative bias was present across all HR zones. The agreement was adequate for group-level comparisons but displayed substantial individual variability. Conclusions: The GW6 provides a good degree of validity for HR monitoring during a maximal treadmill cardiopulmonary exercise test in healthy young adults. Although measurement error increases modestly at near-maximal workloads, absolute errors remain well within clinically acceptable thresholds. These findings support the potential use of GW6 as a convenient, noninvasive alternative for HR tracking in laboratory-based exercise testing.

Indexed as

Exercise TestHeart RatePhotoplethysmographyAdultCross-Sectional StudiesFemaleHumansMaleReproducibility of Resultscardiopulmonary exercise testmaximal exercisephotoplethysmographysmartwatcheswearable

Identifiers

PMID41990212
PMCPMC13086260

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LicenceCC BY
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Registered trials

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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.