Evidence map›Paper›PMID 42795417›Full record

ArticleLife (Basel, Switzerland)2026

Individual Patterns of Heart Rate Variability During Prolonged Cognitive Load with Mental Fatigue Induction.

Ekaterina I Borovkova, Anton R Kiselev, Vladimir A Shvartz, Mikhail D Prokhorov, Aleksey N Hramkov, Anna M Vakhlaeva, Sergey E Burmistrov, Ekaterina M Zinchenko, Svetlana V Frolova, Ekaterina A Lazunina and 4 more

Abstract read
In one paragraph

Article in Life (Basel, Switzerland), 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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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

14 authors.

Ekaterina I BorovkovaInstitute of Physics, Saratov State University, Saratov 410012, Russia.
Anton R KiselevInstitute of Physics, Saratov State University, Saratov 410012, Russia.ORCID 0000-0003-3967-3950
Vladimir A ShvartzDepartment of Surgical Treatment for Interactive Pathology, Bakulev National Medical Research Center for Cardiovascular Surgery, Moscow 121552, Russia.ORCID 0000-0002-8931-0376
Mikhail D ProkhorovKotelnikov Institute of Radio Engineering and Electronics of Russian Academy of Sciences, Saratov Branch, Saratov 410019, Russia.ORCID 0000-0003-4069-9410
Aleksey N HramkovInstitute of Physics, Saratov State University, Saratov 410012, Russia.
Anna M VakhlaevaInstitute of Physics, Saratov State University, Saratov 410012, Russia.ORCID 0009-0009-3079-188X
Sergey E BurmistrovInstitute of Physics, Saratov State University, Saratov 410012, Russia.
Ekaterina M ZinchenkoFaculty of Psychology, Saratov State University, Saratov 410012, Russia.ORCID 0000-0001-7926-1681
Svetlana V FrolovaFaculty of Psychology, Saratov State University, Saratov 410012, Russia.ORCID 0000-0001-7830-7123
Ekaterina A LazuninaFaculty of Psychology, Saratov State University, Saratov 410012, Russia.
Elena N ShvartzCoordinating Center for Fundamental Research, National Medical Research Center for Therapy and Preventive Medicine, Moscow 101990, Russia.ORCID 0000-0002-8638-7327
Aleksandr V KurbakoInstitute of Physics, Saratov State University, Saratov 410012, Russia.
Boris P BezruchkoInstitute of Physics, Saratov State University, Saratov 410012, Russia.
Anatoly S KaravaevInstitute of Physics, Saratov State University, Saratov 410012, Russia.ORCID 0000-0003-4678-3648

Funding

Russian Science Foundation 25-12-00181
6 · The paper itself

Abstract

We investigated individual dynamics of cognitive performance and heart rate variability (HRV) measures during prolonged mental load. The aim of this study was to identify characteristic phases of cognitive performance and individual patterns of physiological responses induced by prolonged mentally fatiguing tasks. In prolonged experiments with two cognitive tasks of different structure, cognitive performance, HRV measures, and subjective fatigue were analyzed. The proposed integrated index of relative performance made it possible to identify individual phases of cognitive performance: the adaptation phase (AP), the optimal performance phase (OP), and the fatigue phase (FP). The OP was observed in all subjects, the FP in most subjects, whereas the AP was observed in fewer than half of the subjects, indicating pronounced inter-individual variability in cognitive performance dynamics. Two patterns of the initial heart rate (HR) response were identified, ΔHR ≥ 0 and ΔHR < 0, which were associated with differences in the subsequent dynamics of HR and individual HRV measures. The nature of these differences depended on the phase of cognitive performance and the type of task. Among subjects who performed both tasks, approximately half showed the same direction of the initial HR response in the Serial Subtraction Task (SST) and the Working Memory Task (WMT), whereas the remaining subjects showed different directions, indicating limited reproducibility across tasks. The obtained results demonstrate pronounced inter-individual variability in cognitive performance and physiological responses during prolonged mental load and support the need to account for individual dynamics when developing personalized approaches to monitoring mental fatigue.

Indexed as

adaptation phasefatigue phaseheart rate variabilityindex of efficiency of mental performancementally fatiguing tasksoptimal performance phasephases of cognitive performanceSerial Subtraction TaskWorking Memory Task

Identifiers

PMID42795417
PMCPMC13608147

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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.