Evidence map›Paper›PMID 41682465›Full record

ArticleSensors (Basel, Switzerland)2026

Physiological Assessment of Mental Stress in Construction Workers Under High-Risk Working Conditions: ECG-Based Field Measurements on Inexperienced Scaffolders.

Likai Lei, Shiyi He, Ruihao Hou, Yifan Zhu, Jiaqi Zhao, Yewei Ouyang

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Sensors (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

6 authors.

Likai LeiSino-Australia Joint Research Center in BIM and Smart Construction, Shenzhen University, Shenzhen 518060, China.ORCID 0009-0004-3837-2659
Shiyi HeKey Laboratory of Physical Fitness and Exercise Rehabilitation of Hunan Province, Hunan Normal University, Changsha 410081, China.
Ruihao HouCollege of Civil and Transportation Engineering, Shenzhen University, Shenzhen 518060, China.
Yifan ZhuEngineering Digital Technology R&D Center, Engineering Design & Research Institute of CCCC THEC, Beijing 100102, China.ORCID 0000-0002-9272-035X
Jiaqi ZhaoKey Laboratory of Physical Fitness and Exercise Rehabilitation of Hunan Province, Hunan Normal University, Changsha 410081, China.
Yewei OuyangSino-Australia Joint Research Center in BIM and Smart Construction, Shenzhen University, Shenzhen 518060, China.

Funding

Hunan Province College Students Innovation and Entrepreneurship Training Program S202410542101Startup Fund for Distinguished Positions of Shenzhen University to be supplemented upon confirmation of the grant numberThe Junior Faculty's Research Initiation Programme of Shenzhen University No. 000001032506
6 · The paper itself

Abstract

High-risk working conditions in construction, such as working at height, may elicit elevated mental stress in workers and pose significant safety challenges. This study aims to physiologically assess construction workers' mental stress under high-risk working conditions using heart rate variability (HRV) features derived from electrocardiograph (ECG) signals. An experimental study in the field was conducted, where inexperienced scaffolding workers' (

Indexed as

ElectrocardiographyStress, PsychologicalAdultClassification AlgorithmsConstruction IndustryHeart RateHumansMaleMonitoring, PhysiologicRandom ForestSupport Vector MachineWorking ConditionsHRVinexperienced scaffoldersmental stressworking at height

Identifiers

PMID41682465
PMCPMC12899100

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.