Evidence map›Paper›PMID 42077548›Full record

ArticleApplied bionics and biomechanics2026

Finite Element Analysis on the Effect of Activation Time on Cervical Spine Biomechanical Response During Pilot Ejection.

Jiongxiang Zhao, Zanni Zhang, Zsolt Radak, Xuanzhen Cen, Ee-Chon Teo, Minjun Liang, Yaodong Gu

Abstract read
In one paragraph

Article in Applied bionics and biomechanics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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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

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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

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

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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

7 authors.

Jiongxiang ZhaoDepartment of Radiology, Ningbo No. 2 Hospital, Ningbo, China, nbws.gov.cn.
Zanni ZhangFaculty of Sports Science, Ningbo University, Ningbo, China, nbu.edu.cn.
Zsolt RadakResearch Center for Molecular Exercise Science, Hungarian University of Sports Science, Budapest, Hungary, uni-mate.hu.
Xuanzhen CenFaculty of Sports Science, Ningbo University, Ningbo, China, nbu.edu.cn.
Ee-Chon TeoFaculty of Sports Science, Ningbo University, Ningbo, China, nbu.edu.cn.
Minjun LiangFaculty of Sports Science, Ningbo University, Ningbo, China, nbu.edu.cn.ORCID https://orcid.org/0000-0002-0037-7989
Yaodong GuDepartment of Radiology, Ningbo No. 2 Hospital, Ningbo, China, nbws.gov.cn.ORCID https://orcid.org/0000-0003-2187-9440

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study uses finite element analysis (FEA) to investigate different muscle activation times on the cervical spine biomechanical responses in pilot ejection. A validated C0-T1 cervical spine model, incorporating vertebrae, intervertebral discs, ligaments, and 13 major active muscles, was subjected to simulated ejection conditions of 10G vertical acceleration over 150 ms. Activation times ranging from 26 to 92 ms were analyzed to evaluate their impact on vertebral rotation, disc stress, and injury risk. Results demonstrated that shorter activation times (26-46 ms) reduced excessive flexion at C3-C4 and C4-C5; these earlier muscle engagements enhance spinal stability. Conversely, longer delays (76-92 ms) increased rotational angles at C5-C7, exacerbating hyperflexion-related injury risks. An optimal activation time of approximately 46 ms minimized flexion without inducing compensatory hyperextension, balancing load distribution across cervical segments. These findings emphasize the critical role of neuromuscular response timing in mitigating cervical spine injuries during high-G ejection. The study provides insights for optimizing pilot safety through tailored muscle activation strategies, sophisticated artificial intelligence (AI) protective equipment design, and training protocols.

Indexed as

cervical spine biomechanicsfinite element analysishigh-g accelerationinjury preventionmuscle activation timepilot ejectionspinal stability

Identifiers

PMID42077548
PMCPMC13131905

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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.