[HTML][HTML] Prediction of peak oxygen consumption using cardiorespiratory parameters from warmup and submaximal stage of treadmill cardiopulmonary exercise test

M Rosoł, M Petelczyc, JS Gąsior, M Młyńczak - Plos one, 2024 - journals.plos.org
This study investigates the quality of peak oxygen consumption (VO2peak) prediction based
on cardiac and respiratory parameters calculated from warmup and submaximal stages of …

Predicting VO2max by machine learning models before volitional fatigue during incremental exercise

T Beltrame, L Pereira, M Gois, M Frade, S Linares… - 2019 - Eur Respiratory Soc
Maximal oxygen uptake (VO 2max) is one of the most important clinical indexes that is
related to all-cause mortality. However, is only obtained at maximal cardiopulmonary …

[HTML][HTML] Data fusion of body-worn accelerometers and heart rate to predict VO2max during submaximal running

A De Brabandere, T Op De Beéck, KH Schütte… - PloS one, 2018 - journals.plos.org
Maximal oxygen uptake (VO2max) is often used to assess an individual's cardiorespiratory
fitness. However, measuring this variable requires an athlete to perform a maximal exercise …

[PDF][PDF] Maximum oxygen uptake prediction model based on heart rate variability parameters for young healthy adult males at rest

W Materko, R Bartels, T Peçanha… - Open Access Biostat …, 2018 - researchgate.net
The assessment of aerobic fitness through the measurement of maximum oxygen
consumption (VO2 max) is an objective parameter that integrates cardiovascular, respiratory …

Artificial neural network-based model for predicting VO2max from a submaximal exercise test

MF Akay, EIM Zayid, E Aktürk, JD George - Expert Systems with …, 2011 - Elsevier
The goal of this study is to develop an accurate artificial neural network (ANN)-based model
to predict maximal oxygen uptake (VO2max) of fit adults from a single stage submaximal …

Development of deep-learning models for real-time anaerobic threshold and peak VO2 prediction during cardiopulmonary exercise testing

T Watanabe, T Tohyama, M Ikeda… - European Journal of …, 2024 - academic.oup.com
Aims Exercise intolerance is a clinical feature of patients with heart failure (HF).
Cardiopulmonary exercise testing (CPET) is the first-line examination for assessing exercise …

[HTML][HTML] Population and age-based cardiorespiratory fitness level investigation and automatic prediction

L Xiang, K Deng, Q Mei, Z Gao, T Yang… - Frontiers in …, 2022 - frontiersin.org
Maximal oxygen consumption (VO2max) reflects aerobic capacity and is crucial for
assessing cardiorespiratory fitness and physical activity level. The purpose of this study was …

[HTML][HTML] Recent advances in machine learning for maximal oxygen uptake (VO2 max) prediction: A review

A Ashfaq, N Cronin, P Müller - Informatics in Medicine Unlocked, 2022 - Elsevier
Maximal oxygen uptake (VO 2 max) is the maximum amount of oxygen attainable by a
person during exercise. VO 2 max is used in different domains including sports and medical …

Developing new VO2max prediction models from maximal, submaximal and questionnaire variables using support vector machines combined with feature selection

F Abut, MF Akay, J George - Computers in biology and medicine, 2016 - Elsevier
Maximal oxygen uptake (VO 2 max) is an essential part of health and physical fitness, and
refers to the highest rate of oxygen consumption an individual can attain during exhaustive …

VO2max prediction based on submaximal cardiorespiratory relationships and body composition in male runners and cyclists: a population study

S Wiecha, PS Kasiak, P Szwed, T Kowalski, I Cieśliński… - Elife, 2023 - elifesciences.org
Abstract Background: Oxygen uptake (VO2) is one of the most important measures of fitness
and critical vital sign. Cardiopulmonary exercise testing (CPET) is a valuable method of …