Evidence map›Paper›PMID 40440250›Full record

ArticlePloS one2025

The role of obesity in physiological stress, balance, and proprioception during repetitive manual material handling tasks.

Sergio A Lemus, Jaron Mohammed, Cheng-Bang Chen, Thomas M Best, Eduard Tiozzo, Francesco Travascio

Abstract read
In one paragraph

Article in PloS one, 2025. 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

6 authors.

Sergio A LemusDepartment of Mechanical and Aerospace Engineering, University of Miami, Coral Gables, Florida, United States of America.
Jaron MohammedDepartment of Mechanical and Aerospace Engineering, University of Miami, Coral Gables, Florida, United States of America.
Cheng-Bang ChenDepartment of Industrial and Systems Engineering, University of Miami, Coral Gables, Florida, United States of America.ORCID https://orcid.org/0000-0003-0025-6447
Thomas M BestDepartment of Orthopaedics, University of Miami Miller School of Medicine, Miami, Florida, United States of America.
Eduard TiozzoDepartment of Physical Medicine and Rehabilitation, University of Miami Miller School of Medicine, Miami, Florida, United States of America.
Francesco TravascioDepartment of Mechanical and Aerospace Engineering, University of Miami, Coral Gables, Florida, United States of America.ORCID https://orcid.org/0000-0002-9301-9266

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Manual laborers often experience fatigue-related incidents, which increase their risk of balance disturbances and falls. Previous research indicates that obese individuals may reach critical fatigue levels during repetitive lifting. This study examines whether this BMI-based fatigue pattern also applies to other manual handling activities. Therefore, assessing balance impairment under high physiological stress conditions will help quantify the increased fall risk in obese individuals. Thirty participants performed carrying and pushing/pulling tasks, with weights determined using the Liberty Mutual Equations to align with NIOSH criteria. Balance tests were conducted before and after each task. A two-way ANOVA compared energy expenditure rate (EER) across BMI classifications and sex, while a mixed-effects model analyzed the effects of EER, BMI, and sex on balance and proprioception tests. Results indicated a positive correlation between BMI and EER for both carrying (p = 0.003) and pushing/pulling (p = 0.013). In the mixed-effects model, BMI (p = 0.032) and EER (p = 0.037) were positively correlated with knee proprioception loss, whereas EER was negatively correlated with balance (p = 0.020). These findings confirm that obese individuals face critical fatigue levels, as well as impaired proprioception and balance, during repetitive handling tasks.

Indexed as

ObesityPostural BalanceProprioceptionStress, PhysiologicalAdultBody Mass IndexEnergy MetabolismFatigueFemaleHumansLiftingMaleYoung Adult

Identifiers

PMID40440250
PMCPMC12121826

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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.