Evidence map›Paper›PMID 40715643›Full record

ArticleAnnals of biomedical engineering2026

The I-PREDICT 50th Percentile Male Warfighter Finite Element Model: Development and Validation of the Head and Neck.

Nolan M Norton, Sarah A Crimmins, Zachary S Hostetler, Lance L Frazer, Daniel P Nicolella, Matthew L Davis, Derek A Jones

Abstract readValidation Study
PubMed Publisher
In one paragraph

Article in Annals of biomedical engineering, 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

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1 citing paper in PubMed.

  1. Article
4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Nolan M NortonElemance LLC., Winston-Salem, NC, 27104, USA. nolan.norton@elemance.com.
Sarah A CrimminsElemance LLC., Winston-Salem, NC, 27104, USA.
Zachary S HostetlerElemance LLC., Winston-Salem, NC, 27104, USA.
Lance L FrazerSouthwest Research Institute, San Antonio, TX, 78238, USA.
Daniel P NicolellaSouthwest Research Institute, San Antonio, TX, 78238, USA.
Matthew L DavisElemance LLC., Winston-Salem, NC, 27104, USA.
Derek A JonesElemance LLC., Winston-Salem, NC, 27104, USA.

Funding

Office of Naval Research W81XWH1590001
6 · The paper itself

Abstract

Military aviators are commonly exposed to scenarios that lead to pain and injury of the head and neck. Postmortem human subjects, human volunteer testing, and anthropomorphic test device experiments can provide useful information for injury risk assessments, but each method has limitations. Finite element human body models are a useful tool for assessing aviator injury risk and generating data that can be used to improve warfighter safety. This study details the head and neck development for such an HBM, the Incapacitation Prediction for Readiness in Expeditionary Domains: an Integrated Computational Tool (I-PREDICT), through a hierarchical framework. A total of 26 cases were included in the hierarchical validation. The validation framework began with identifying and implementing appropriate material models, assessments of functional spinal units (FSUs), progressing to the regional cervical spine and head, and culminated with assessments of the head-neck complex using the BioRank biofidelity scoring system. I-PREDICT FSUs had an overall excellent biofidelity score when assessed in extension, flexion, and tension. The head had an overall excellent biofidelity score when assessed with impacts to the frontal, maxilla, zygomatic, temporal, and parietal regions. The regional cervical spine had an overall good biofidelity score when assessed in compression, extension, flexion, lateral bending, and axial rotation. The head-neck complex had an overall good biofidelity score when assessed in tension, a head drop case, and a rear impact case. The current I-PREDICT model is designed for a 50th percentile male warfighter.

Indexed as

Finite Element AnalysisHeadMilitary PersonnelModels, BiologicalNeckNeck InjuriesAdultCervical VertebraeHumansMaleCervical spineFinite elementHeadInjury biomechanicsSpine mechanics

Identifiers

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Textmetadata
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Registered trials

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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 Socratic graph.