Evidence map›Paper›PMID 41820547›Full record

ArticleScientific reports2026

Task difficulty influences heart rate variability: evidence from a pilot study using a multi-level mental arithmetic task.

Ziqi Jian, Jingshi Huang, Feng Shi, Yoshihiro Shimomura

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

4 authors.

Ziqi JianGraduate School of Science and Engineering, Humanomics Laboratory, Chiba University, 33 Yayoi-cho, Inage Ward, Chiba, Japan.
Jingshi HuangHumanomics Science Center, Shanghai University of Engineering Science, International Institute of Creative Design, 350 Xianxia Road, Changning District, Shanghai, China.
Feng ShiGraduate School of Science and Engineering, Humanomics Laboratory, Chiba University, 33 Yayoi-cho, Inage Ward, Chiba, Japan.
Yoshihiro ShimomuraGraduate School of Science and Engineering, Humanomics Laboratory, Chiba University, 33 Yayoi-cho, Inage Ward, Chiba, Japan. shimomura@faculty.chiba-u.jp.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Mental arithmetic task is a classic paradigm for inducing psychological stress and is widely used in heart rate variability research. However, findings across task difficulty are inconsistent, partly due to a lack of standardized difficulty gradation, uncontrolled task order effects, and unconsidered response delays in heart rate variability. We developed a multi-level arithmetic system with low, medium, and high level, combining a serial subtraction task and a Unity-based programmed task. Fifteen healthy graduate students completed the experiment. Electrocardiogram was recorded before and during tasks, and heart rate variability frequency-domain and nonlinear metrics were analyzed as baseline-relative changes. Subjective workload was assessed with NASA-TLX. NASA-TLX ratings and error rates indicated that the difficulty manipulation was effective. Frequency-domain HRV metrics showed higher values under medium- and high-difficulty conditions compared with the low-difficulty condition, while exhibiting no further proportional increases between the medium- and high-difficulty levels, suggesting a possible saturation pattern. In contrast, nonlinear HRV metrics differentiated task difficulty levels more consistently and exhibited response patterns that were more closely aligned with subjective workload ratings. Within the current experimental context, frequency-domain HRV metrics appeared to show limited sensitivity under low and high workload conditions, potentially due to disengagement and saturation effects. By comparison, nonlinear HRV metrics demonstrated greater sensitivity to graded task difficulty and may provide complementary information for characterizing psychological stress.

Indexed as

Heart RateStress, PsychologicalAdultElectrocardiographyFemaleHumansMaleMathematicsPilot ProjectsTask Performance and AnalysisYoung AdultCognitive loadHeart rate variabilityMental arithmetic taskPsychological detachmentPsychological stressSaturation effect

Identifiers

PMID41820547
PMCPMC13103303

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.