| Smartwatch-Based Maximum Oxygen Consumption Measurement for Predicting Acute Mountain Sickness: Diagnostic Accuracy Evaluation Study |
Ye X, Sun M, Yu S, Yang J, Liu Z, Lv H, Wu B, He J, Wang X & Huang L |
2023 |
JMIR mHealth and uHealth, 11, e43340 |
Experimental study; healthy adults, N = 46 |
Validation |
VO2max |
| Cardiorespiratory Fitness Estimation Based on Heart Rate and Body Acceleration in Adults With Cardiovascular Risk Factors: Validation Study |
Rissanen APE, Rottensteiner M, Kujala UM, Kurkela JLO, Wikgren J & Laukkanen JA |
2022 |
JMIR Cardio 6(2):e35796 |
Experimental study; Adults with cardiovascular risk factors, N = 74 |
Validation |
VO2max |
| A New Fitness Test of Estimating VO2max in Well-Trained Rowing Athletes |
Gao WD, Nuuttila O-P, Fang HB, Chen Q & Chen X |
2021 |
Front. Physiol. 12:701541. |
Experimental study; Athletes, n = 90 |
Validation |
VO2max from Firstbeat Sports |
Validity of Wrist-Worn Activity Trackers for Estimating VO2max and Energy Expenditure
|
Passler S, Bohrer J, Blöchinger L & Senner V |
2019 |
International Journal of Environmental Research and Public Health, 16, 30-37. |
Experimental study; Healthy subjects, n=24 |
Validity |
VO2max; energy expenditure |
Validating the Commercially Available Garmin Fenix 5x Wrist-Worn Optical Sensor for Aerobic Capacity.
|
Anderson JC, Chisenall T, Tolbert B, Ruffner J, Whitehead PN & Conners RT |
2019 |
International Journal for Innovation Education and Research, 7(1), 147-158. |
Experimental study; Recretional runners, n=25 |
Validity |
VO2max |
Activity level and body mass index as predictors of physical workload during working career
|
Mänttäri SK, Oksa JAH, Virkkala J & Pietilä JAK |
2019 |
Safety and Health at Work |
Cross-sectional study; Employees, n=19481 |
Firstbeat database |
VO2 |
Effects of Combined Strength and Endurance Training on Physical Performance and Biomarkers of Healthy Young Women
|
Kyröläinen H, Hackney A, Salminen R, Repola J, Häkkinen K & Haimi J |
2018 |
Journal of Strength and Conditioning Research 32 (6), 1554-1561 |
Experimental study; Healthy young women, n=17 |
Applied use |
HRV, VO2max, training levels |
Physical activity: Absolute intensity vs. relative-to-fitness level volumes.
|
Kujala UM, Pietilä J, Myllymäki T, Mutikainen S, Föhr T, Korhonen I & Helander E |
2017 |
Medicine and Science in Sports and Exercise 49(3): 474-481 |
Cross-sectional study; Adult, n = 23224 |
Firstbeat database |
VO2 |
Validation of the Garmin Forerunner 920XT Fitness Watch VO2peak Test
|
Kraft GL & Roberts RA |
2017 |
International Journal of Innovation Education and Research, 5, 62–67. |
Experimental study; Students, n=16 |
Validity |
VO2max |
| Validation of an indirect VO2max test designed for cycling performances. |
Teikara A-M |
2016 |
Master’s Thesis in Exercise Physiology. Department of Biology of Physical Activity, University of Jyväskylä. (Abstract in English) |
Experimental-study; Adult, n = 29 |
Validity |
VO2max |
Objectively measured physical activity in Finnish employees: a cross-sectional study.
|
Mutikainen S, Helander E, Pietilä J, Korhonen I & Kujala U |
2014 |
BMJ Open, Sports and Exercise Medicine 4:12 |
Cross-sectional study; Adult, n = 9554 |
Firstbeat database |
VO2 |
Estimating oxygen consumption from heart rate and heart rate variability without individual calibration.
|
Smolander J, Ajoviita M, Juuti T, Nummela A & Rusko H |
2011 |
Clinical physiology and functional imaging 31(4): 266-271 |
Cross-sectional study; Adult, n = 19 |
Validity |
VO2 |
Validation of Heart Rate Monitor-Based Predictions of Oxygen Uptake and Energy Expenditure.
| Montgomery P, Green D, Etxebarria N, Pyne D, Saunders P & Minahan C |
2009 |
Journal of Strength and Conditioning Research 23(5): 1489-1495 |
Cross-sectional study; Adult, n = 17 |
Validity |
VO2; Energy expenditure |
A new heart rate variability-based method for the estimation of oxygen consumption without individual laboratory calibration: Application example on postal workers.
|
Smolander J, Juuti T, Kinnunen M-L, Laine, K, Louhevaara V, Männikkö K & Rusko H |
2007 |
Applied Ergonomics 39(3): 325-331 |
Cross-sectional study; Adult, n = 22 |
Validity; Applied use |
VO2; Energy expenditure |
A Novel Method for Using Heart Rate Variability Data for Estimation of Oxygen Consumption and Energy Expenditure: A Validation.
|
Smolander J, Rusko H, Ajoviita M, Juuti T & Nummela A |
2007 |
ECSS congress |
Cross-sectional study; Adult, n = 20 |
Validity |
VO2; Energy expenditure |
On- and Off Dynamics and Respiration Rate Enhance the Accuracy of Heart Rate Based VO2 Estimation. ACSM congress poster.
|
Pulkkinen A, Kettunen J, Martinmäki K, Saalasti S & Rusko H |
2004 |
ACSM congress |
Cross-sectional study; Adult, n = 32 |
Validity |
VO2; Respiration rate |