Evidence map›Paper›PMID 39375307›Full record

ArticleAnnals of biomedical engineering2025

Validation of Markerless Motion Capture for Soldier Movement Patterns Assessment Under Varying Body-Borne Loads.

Isabel Coll, Matthew P Mavor, Thomas Karakolis, Ryan B Graham, Allison L Clouthier

Abstract readValidation Study
PubMed Publisher
In one paragraph

Article in Annals of biomedical engineering, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Review
  3. 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.

Isabel CollOttawa-Carleton Institute of Biomedical Engineering (OCIBME), Faculty of Engineering, University of Ottawa, 75 Laurier Ave. E, Ottawa, ON, K1N 6N5, Canada. icoll077@uottawa.ca.ORCID http://orcid.org/0000-0003-1625-6214
Matthew P MavorSchool of Human Kinetics, University of Ottawa, 75 Laurier Ave. E, Ottawa, ON, K1N 6N5, Canada.
Thomas KarakolisDefence Research and Development Canada - Toronto Research Centre, 1133 Sheppard Ave. W, Toronto, ON, M3K 2C9, Canada.
Ryan B GrahamOttawa-Carleton Institute of Biomedical Engineering (OCIBME), Faculty of Engineering, University of Ottawa, 75 Laurier Ave. E, Ottawa, ON, K1N 6N5, Canada.
Allison L ClouthierOttawa-Carleton Institute of Biomedical Engineering (OCIBME), Faculty of Engineering, University of Ottawa, 75 Laurier Ave. E, Ottawa, ON, K1N 6N5, Canada.

Funding

Fonds Québécois de la Recherche sur la Nature et les Technologies 306396Natural Sciences and Engineering Research Council of Canada ALLRP 567175 - 21
6 · The paper itself

Abstract

Field performance of modern soldiers is affected by an increase in body-borne load due to technological advancements related to their armour and equipment. In this project, the Theia3D markerless motion capture system was compared to the marker-based gold standard for capturing movement patterns of participants wearing various body-borne loads. The aim was to estimate lower body joint kinematics, gastrocnemius lateralis and medialis muscle activation patterns, and lower body joint reaction forces from the two motion capture systems. Data were collected on 16 participants performing three repetitions of walking and running under four body-borne load conditions by both motion capture systems simultaneously. A complete musculoskeletal analysis was completed in OpenSim. Strong correlations (

Indexed as

Military PersonnelMuscle, SkeletalRunningWalkingWeight-BearingAdultBiomechanical PhenomenaElectromyographyFemaleHumansMaleMotion CaptureMovementJoint kinematicsJoint reaction forcesLoad carriageMarkerless motion captureMusculoskeletal modelling

Identifiers

What OpenQuestion holds

Textmetadata
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.