Evidence map›Paper›PMID 42081555›Full record

ArticlePloS one2026

Conceptual qualitative system dynamics model for simulation of perceived workload, stress and performance from industrial work content.

Tuan-Anh Tran, Tamás Ruppert, György Eigner, János Abonyi

Abstract read
In one paragraph

Article in PloS one, 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.

Tuan-Anh TranHUN-REN-PE Complex Systems Monitoring Research Group, University of Pannonia, Veszprem, Hungary.
Tamás RuppertHUN-REN-PE Complex Systems Monitoring Research Group, University of Pannonia, Veszprem, Hungary.ORCID https://orcid.org/0000-0001-9441-843X
György EignerPhysiological Controls Research Center, University Research and Innovation Center, Obuda University, Budapest, Hungary.
János AbonyiHUN-REN-PE Complex Systems Monitoring Research Group, University of Pannonia, Veszprem, Hungary.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Workload and psychological stress, which industrial workers perceived as stressors, affected their performance after they were exposed to the work content. A model simulating the stress-performance of a working individual is a beneficial tool for work task design and production management, enabling long-term Human Resource Development. Current models and concepts lack the construction of work-content components, human centricity, and the mechanism of stress transformation and effect; therefore not able to reproduce subtle human behaviors. This paper formulates this problem with a multi-disciplinary literature review, and proposes a conceptual qualitative system dynamics model to simulate the stress and performance of workers in a given work environment and conditions. By replicating the changes in work content with associated effects, human-centric solutions and interventions can be designed. A use case in the Vensim environment with different simulated scenarios returned behavior and tendency in the outputs that aligned with phenomena reported in relevant studies. The model enables analysis of human factors in complex manufacturing systems, especially the effect of work content on individual workload-stress perception, benefiting future development of Human Digital Twins. This research calls for experiments and clinical trials to strengthen the existing associations between model factors and more effort for developing realistic mechanisms for modeling human factors in Industry 5.0.

Indexed as

Models, TheoreticalOccupational StressStress, PsychologicalWorkloadComputer SimulationHumansPerceptionSubjective StressWorking Conditions

Identifiers

PMID42081555
PMCPMC13138633

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.