Related Experiment Video
Updated: Aug 11, 2025

Assessing the Accuracy of Fitness Smartwatch Data for Cardiovascular and Physical Activity Monitoring: A Validation Study in Digital Health
Published on: February 21, 2025
Estimation of Cardiorespiratory Fitness Without Exercise Testing: Cross-Validation in Midlife and Older Women
Jody L Clasey1, Anita M Adams2, Paul J Geiger3
1Department of Kinesiology and Health Promotion, Center for Clinical and Translational Science, University of Kentucky, Lexington, Kentucky, USA.
Background:
Cardiorespiratory fitness (CRF) is associated with important health risk outcomes, including the development of Type 2 diabetes and cardiovascular disease. Measures of maximal or peak oxygen consumption (VO2) are the typical criterion methods for determining CRF; however, in clinical settings, these measures are impractical.
Methods:
We validated a clinically derived estimate of CRF against predicted maximal VO2 in a sample of healthy, midlife and older adult women (n = 188). Women completed a clinic evaluation (including treadmill testing), daily diaries about their physical activity, and additional clinical scales. Two models were tested. The first model calculated estimated cardiorespiratory fitness (eCRF) using assigned weights and regressed eCRF on predicted cardiorespiratory fitness (pCRF). The second model used sample-specific, empirical weights. Both models were tested twice, once with retrospective and once with daily diary physical activity reports.
Results:
The model accounted for 34% of the variance in pCRF when using assigned weights and 41% of the variance in pCRF when using empirical weights. For age, body mass index, and resting heart rate, assigned and estimated weights were similar, but estimates for physical activity differed. There was little improvement in model fit between retrospective and daily diary measurements of physical activity when either assigned (R 2 = 0.32) or fitted weights (R 2 = 0.40) were used.
Conclusions:
Midlife and older women's CRF can be estimated from routinely collected clinical measures, demonstrating their utility.
Related Concept Videos
Exercise Stress Test
Exercise stress testing, commonly known as a treadmill test, is a noninvasive procedure used to evaluate cardiovascular function and diagnose heart conditions.
Definition
An exercise stress test measures the heart's response to exertion using a treadmill or stationary bicycle. Chest electrodes record the heart's electrical activity through an ECG, and blood pressure is monitored regularly.
Purposes
Assessment of Respiration
Subjective Assessment: Nurses interview the patient to gather information directly during the subjective assessment. It includes questions about the individual's medical history, medications, and symptoms, focusing on past respiratory conditions like...
Exercise and Cardiac Output
Sustained exercise increases the muscles' oxygen demand, which can be...

