Evidence map›Paper›PMID 42488621›Full record

ArticleFrontiers in physiology2026

Divergent eye-brain-heart fatigue signatures during sustained simulated agricultural operations.

Zhizheng Hu, Xiangyu Liu, Zhende Jiang, Chun Wang, Zhihui Qian, Lei Ren, Hailin Kui

Abstract read
In one paragraph

Article in Frontiers in physiology, 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

7 authors.

Zhizheng HuCollege of Biological and Agricultural Engineering, Jilin University, Changchun, Jilin, China.
Xiangyu LiuCollege of Biological and Agricultural Engineering, Jilin University, Changchun, Jilin, China.
Zhende JiangOrthopaedic Medical Center, The Second Hospital of Jilin University, Changchun, Jilin, China.
Chun WangCollege of Biological and Agricultural Engineering, Jilin University, Changchun, Jilin, China.
Zhihui QianKey Laboratory of Bionics Engineering, Ministry of Education, Jilin University, Changchun, Jilin, China.
Lei RenKey Laboratory of Bionics Engineering, Ministry of Education, Jilin University, Changchun, Jilin, China.
Hailin KuiCollege of Biological and Agricultural Engineering, Jilin University, Changchun, Jilin, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Decoding the dynamic physiological responses of the human central and autonomic nervous systems to sustained cognitive loads is essential for occupational health and neuroergonomics. This study investigates the multidimensional neurophysiological mechanisms of fatigue during complex human-machine interactions, utilizing a simulated agricultural operation paradigm. We developed a multimodal "eye-brain-heart" physio-logging framework, synchronously recording 21-channel EEG, ECG, and pupillometry in 12 experienced subjects over a continuous 5-hour protocol. Given the controlled small-sample and male-only cohort, the present study was positioned as an exploratory within-subject investigation rather than a definitive validation study. Cross-channel coupling analysis suggested task-associated divergence in multimodal physiological fatigue signatures, which was not fully consistent with a simple monolithic accumulation pattern. High-demand interactive tasks induced an "active overload" state, associated with sustained prefrontal beta synchronization, continuous pupillary dilation consistent with elevated cognitive arousal, and sympathetic dominance. Conversely, monotonous monitoring tasks triggered "passive deprivation, " marked by physiological patterns consistent with task disengagement, prominent parieto-occipital alpha bursts, and a transition to parasympathetic vagal control. These findings provide preliminary evidence that, under the present experimental conditions, occupational cognitive fatigue may be better described as a context-specific neurophysiological divergence rather than a uniform vigilance decrement. The proposed multimodal fingerprint may help reduce the diagnostic ambiguity of single-channel assessments, providing an exploratory neuroergonomic basis for adaptive interventions to preserve optimal physiological states in high-demand operational environments. Further validation in larger, gender-diverse, and more heterogeneous operator cohorts is required before generalizing these findings to broader agricultural populations.

Indexed as

adaptive interfacesagricultural ergonomicscognitive fatigueelectroencephalographyeye-trackinghuman-machine interactionmultimodal physiological measurementneuroergonomics

Identifiers

PMID42488621
PMCPMC13388127

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.