ArticleCureus2026
A Call for Contextualization: Is Cardiopulmonary Exercise Testing the Gold Standard for Exercise Capacity?
Article in Cureus, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Cardiopulmonary exercise testing (CPET) is widely regarded as the gold standard for assessing exercise capacity. However, this designation is increasingly challenged by both conceptual and practical limitations. CPET outcomes are highly protocol-dependent and obtained under controlled laboratory conditions that fail to replicate the biomechanics, environmental demands, and motivational context of real competition. In addition, its reliance on specialized equipment, technical expertise, and laboratory infrastructure imposes economic and logistical constraints that limit accessibility and scalability. In contrast, advances in wearable technology have enabled the routine collection of field-based performance data, including power output, race results, and power-duration relationships. These metrics provide a direct, ecologically valid assessment of performance, inherently integrating the effects of fatigue, environmental variability, and task-specific demands. As such, they may offer a more relevant characterization of exercise capacity in athletic populations. This perspective argues that field-derived performance metrics should be considered a viable alternative to CPET for assessing exercise capacity in sport settings. We propose that rather than relying on laboratory-based proxies, greater emphasis should be placed on direct measurements of performance obtained in real-world conditions. Such a shift may improve the ecological validity, accessibility, and practical relevance of athlete evaluation in modern sports science and coaching.
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Registered trials
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.