July 2022 PMID 35072942

Validity of Estimating the Maximal Oxygen Consumption by Consumer Wearables: A Systematic Review with Meta-analysis and Expert Statement of the INTERLIVE Network.

Pablo Molina-Garcia, Hannah L Notbohm, Moritz Schumann, Rob Argent, Megan Hetherington-Rauth, Julie Stang, Wilhelm Bloch, Sulin Cheng, Ulf Ekelund, Luis B Sardinha, Brian Caulfield, Jan Christian Brønd, Anders Grøntved, Francisco B Ortega

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Mentions

Peak: 19 in Jan 2022

across 4 sources since Jan 2022

Extended reach

118,580

potential audience

Total likes

175

Video views

7,328

Mentions per month

Jan 2022 – Mar 2024

Where it's discussed

X / Twitter40 posts
News10 articles
YouTube2 videos
Blogs2 articles

AI synopsis

What people are saying

The collective discussions reveal a nuanced perception of the publication, with several posts highlighting that exercise-based algorithms are more accurate but still imperfect, using words like 'optimum,' 'still need improvement,' and 'error.' The tone varies from cautious optimism to critical skepticism, especially when mentioning device performance and practicality, demonstrating engaged and thoughtful discourse about the research's significance.

AgreementModerate agreement

Most discussions acknowledge the mixed accuracy of consumer wearables, recognizing that exercise-based algorithms generally perform better, which aligns with the study's findings.

InterestHigh interest

Posts demonstrate high curiosity, with users expressing interest in the technical details and implications, such as mentions of validation methods and device accuracy.

EngagementHigh engagement

Several posts delve into methodological considerations and interpret research results, indicating deep engagement with the content.

ImpactModerate impact

The discussions suggest that users see this research as relevant to both sports and health contexts, though they generally view its impact as moderate, emphasizing the need for further improvement.

Abstract in brief

This study reviews the accuracy of consumer wearables in estimating maximal oxygen consumption (VO), finding that those using exercise-based algorithms are generally more accurate than resting-condition devices.
The researchers conducted a systematic review and meta-analysis of 14 validation studies, revealing that devices relying on resting data tend to significantly overestimate VO, while exercise-based devices have lower errors.
Based on their findings and expert input, the INTERLIVE Network recommends six key areas—such as population, testing conditions, and data analysis—for validating wearable VO measurements to improve future standards.

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All mentions

Evaluating Wearable Tech for Accurate VO2 Max Measurement in Running

This extract from a lecture discusses wearable technology in running, focusing on biometrics measurement, accuracy, and performance improvement, particularly in estimating VO2 max through exercise-based algorithms.

Dr Cailbhe Doherty · Nov 21, 2022 4,604 views

Wearable Technology in Running: Measuring and Improving Performance

This lecture explores wearable technology in running, focusing on biometrics measured, device accuracy, and their potential to enhance performance. It covers GPS, heart rate, energy expenditure, VO2max, biomechanics…

Dr Cailbhe Doherty · Mar 26, 2023 2,724 views

Mathieu Norry

@Mathieunorry · X

@mikussdog @josephluria @Paddy_Barrett https://t.co/538YSpE0tT

Mar 8, 2024 · 2 likes · 8,375 followers View post →

Johan Neve

@jfneve · X

@altini_marco The algoritmes get better but i still have my doubts. it could be that your running economy is improved and not your vo2max. https://t.co/fjVzrM3EGx

Sep 19, 2022 · 147 followers View post →

Fat Fighting

@FatFightingClub · X

เช่นเคย งานนีไม่ใช่บอกว่าเฮ้ย มันไม่แม่นเลย อย่าใช้เลย มันใช้ได้แหละ แค่ดูว่าค่า error ของมันที่เขาศึกษาเนี่ย มันอยู่ในช่วงที่เรารับได้รึเปล่า https://t.co/oyxM3qCYGR

Feb 9, 2022 · 2 likes · 10,045 followers View post →

Luisma

@lmagallego · X

RT @GDellaMattia: La estimación basada en el ejercicio parece ser óptima para medir el VO2máx a nivel poblacional, sin embargo, el error de…

Feb 9, 2022 · 1 share · 700 followers View post →

Eng² Gabriel Della Mattia

@GDellaMattia · X

Feb 9, 2022 · 6 likes · 1 share · 1,332 followers View post →

Robb!e

@RobbieG_PhD · X

Validity of Estimating the Maximal Oxygen Consumption by Consumer Wearables: A Systematic Review with Meta-analysis… https://t.co/Tan9jag4HW

Feb 9, 2022 · 179 followers View post →

GPS-HRN

@gps_hrn · X