Evidence map›Paper›PMID 40160534›Full record

ArticleIEEE transactions on human-machine systems2025

A Single-Camera Method for Estimating Lift Asymmetry Angles Using Deep Learning Computer Vision Algorithms.

Zhengyang Lou, Zitong Zhan, Huan Xu, Yin Li, Yu Hen Hu, Ming-Lun Lu, Dwight M Werren, Robert G Radwin

Abstract read
In one paragraph

Article in IEEE transactions on human-machine systems, 2025. 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. 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

8 authors.

Zhengyang LouDepartment of Electrical and Computer Engineering, University of Wisconsin-Madison, Madison, WI 53706 USA.
Zitong ZhanDepartment of Electrical and Computer Engineering, University of Wisconsin-Madison, Madison, WI 53706 USA. He is now with the Department of Computer Science and Engineering, University at Buffalo, Buffalo, NY 14260 USA.ORCID 0009-0003-4111-766X
Huan XuDepartment of Electrical and Computer Engineering University of Wisconsin-Madison, Madison, WI 53706 USA. He is now with the School of Computer Science, Georgia Institute of Technology, Atlanta, GA 30332 USA.
Yin LiDepartment of Biostatistics & Medical Informatics and Department of Computer Sciences, University of Wisconsin-Madison, Madison, WI 53706 USA.ORCID 0000-0003-4173-9453
Yu Hen HuDepartment of Electrical and Computer Engineering, University of Wisconsin-Madison, Madison, WI 53706 USA.ORCID 0000-0003-3427-0677
Ming-Lun LuCDC National Institute for Occupational Safety and Health, Division of Field Studies and Engineering, Cincinnati, OH 45226 USA.ORCID 0000-0002-8291-9111
Dwight M WerrenCDC National Institute for Occupational Safety and Health, Taft Laboratories, Cincinnati, OH 45226 USA.
Robert G RadwinDepartment of Industrial and Systems Engineering and the Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI 53706 USA.ORCID 0000-0002-7973-0641

Funding

Intramural CDC HHS CC999999NIOSH CDC HHS R01 OH011024NIOSH CDC HHS T42 OH008455
6 · The paper itself

Abstract

A computer vision (CV) method to automatically measure the revised NIOSH lifting equation asymmetry angle (

Indexed as

Computer vision (CV)low back painmanual materials handlingNIOSH lifting equationrisk assessment

Identifiers

PMID40160534
PMCPMC11951292

What OpenQuestion holds

Textmetadata
LicenceTDM
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.