Evidence map›Paper›PMID 42886162›Full record

ArticleEuropean journal of sport science2026

Correlation Properties of Heart Rate Variability for Exercise Intensity Monitoring and Prescription During Constant-Load Cycling: A Comparison With Traditional Physiological Variables.

Noemí Sempere-Ruiz, Agustín Manresa-Rocamora, Ana Sanz-Rocher, Sabina Baladzhaeva, Laura Fuertes-Kenneally, Manuel Moya-Ramón, Olaf Hoos, José M Sarabia

Abstract readComparative Study
In one paragraph

Article in European journal of sport science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Noemí Sempere-RuizSports Research Centre, Universidad Miguel Hernández, Elche, Spain.ORCID https://orcid.org/0000-0002-1271-7194
Agustín Manresa-RocamoraSports Research Centre, Universidad Miguel Hernández, Elche, Spain.ORCID https://orcid.org/0000-0002-1399-2411
Ana Sanz-RocherSports Research Centre, Universidad Miguel Hernández, Elche, Spain.ORCID https://orcid.org/0009-0007-1476-9776
Sabina BaladzhaevaSports Research Centre, Universidad Miguel Hernández, Elche, Spain.ORCID https://orcid.org/0009-0009-8730-5600
Laura Fuertes-KenneallyInstitute for Health and Biomedical Research of Alicante (ISABIAL), Alicante, Spain.ORCID https://orcid.org/0000-0003-1361-8806
Manuel Moya-RamónSports Research Centre, Universidad Miguel Hernández, Elche, Spain.ORCID https://orcid.org/0000-0002-2291-5899
Olaf HoosCenter for Sports and Physical Education, Faculty of Human Sciences, Julius-Maximilians University Wuerzburg, Wuerzburg, Germany.ORCID https://orcid.org/0000-0003-3578-846X
José M SarabiaSports Research Centre, Universidad Miguel Hernández, Elche, Spain.ORCID https://orcid.org/0000-0002-1917-6634

Funding

Conselleria de Innovación, Universidades, Ciencia y Sociedad Digital, Generalitat Valenciana CIGE/2021/147Ministerio de Ciencia e Innovación PID 2019-107721RB-I00Ministerio de Educación, Cultura y Deporte FPU21/00635
6 · The paper itself

Abstract

This study investigated the applicability of the short-term scaling exponent alpha 1 of detrended fluctuation analysis (DFA-a1) as a marker of internal load during constant-load cycling. The aim was to explore DFA-a1 dynamics across the moderate, heavy, and severe intensity domains and assess its utility for both monitoring and prescribing exercise intensity. Sixteen untrained adults (3 women) performed an incremental cycling stage test and three constant-load sessions (moderate, heavy, and severe). Gas exchange kinetics, blood lactate concentration, and heart rate (HR) were measured. Ventilatory (VTs), lactate, and HR variability (HRV) thresholds were determined and used to define training zones. A two-factor repeated-measures ANOVA and the Friedman test assessed intensity- and method-related effects. Significant intensity × time interactions were observed for all variables (p < 0.001). DFA-a1 remained stable without crossing the first HRV threshold throughout moderate exercise, while in the heavy and severe domains, it showed a drift over time, mirroring the behaviour of traditional markers. In the moderate session, DFA-a1-based prescription maintained > 94% session time and 87%-100% of participants within the desired zone, outperforming HR methods based on VTs (71% time, 50%-81% participants; p < 0.05). In the heavy and severe domains, corresponding values were > 23% and > 50%, whereas gas exchange or lactate prescriptions exceeded 44% and 65%, respectively (p < 0.01). DFA-a1 appears to be a suitable tool for monitoring internal load, especially in moderate intensity exercise. It offers a non-invasive, integrative measure sensitive to both intensity and duration, providing a valuable complementary perspective on systemic regulation.

Indexed as

BicyclingExerciseHeart RateAdultExercise TestFemaleHumansLactic AcidMaleOxygen ConsumptionPulmonary Gas ExchangeYoung AdultLactic Acidaerobic exerciseDFA‐a1durabilityintensity domainstraining zones

Identifiers

PMID42886162
PMCPMC13674399

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Registered trials

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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.