Evidence map›Paper›PMID 40431996›Full record

ArticleSensors (Basel, Switzerland)2025

Oxygen Uptake Prediction for Timely Construction Worker Fatigue Monitoring Through Wearable Sensing Data Fusion.

Srikanth Sagar Bangaru, Chao Wang, Fereydoun Aghazadeh, Shashank Muley, Sueed Willoughby

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed, 1 pooled it
–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

4 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Review
  4. Article
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

5 authors.

Srikanth Sagar BangaruInncircles Technologies Inc., Baton Rouge, LA 70810, USA.
Chao WangBert S. Turner Department of Construction Management, Louisiana State University, Baton Rouge, LA 70803, USA.ORCID 0000-0002-9322-7778
Fereydoun AghazadehDepartment of Mechanical and Industrial Engineering, Louisiana State University, Baton Rouge, LA 70803, USA.
Shashank MuleyPerformance Contractors Inc., Baton Rouge, LA 70809, USA.ORCID 0000-0002-5622-616X
Sueed WilloughbyBert S. Turner Department of Construction Management, Louisiana State University, Baton Rouge, LA 70803, USA.

Funding

national science foundation No. 2026575 and No. 2222881
6 · The paper itself

Abstract

The physical workload evaluation of construction activities will help to prevent excess physical fatigue or overexertion. The workload determination involves measuring physiological responses such as oxygen uptake (VO

Indexed as

FatigueOxygenOxygen ConsumptionWearable Electronic DevicesAdultConstruction IndustryElectromyographyHumansMaleMonitoring, PhysiologicWorkloadOxygenconstruction worker safetyelectromyographyinertial measurement unitmachine learningoccupational risksoxygen uptakewearable sensors

Identifiers

PMID40431996
PMCPMC12116003

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.