Evidence map›Paper›PMID 42242105›Full record

ArticleComputers in biology and medicine2026

Automatic registration of generic bone models for X-ray-based biomechanics: Application to 3D rat hindlimb kinematics and sex-specific gait patterns.

Seyed Mohammadali Rahmati, Marin Plemmons, Rachel Claire Watermeier, Krithi Iyer, Reza Sameni, Jarred M Kaiser, Liang-Ching Tsai, Young-Hui Chang

Abstract read
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In one paragraph

Article in Computers in biology and medicine, 2026. 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

8 authors.

Seyed Mohammadali RahmatiComparative Neuromechanics Lab, School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA. Electronic address: srahmati3@gatech.edu.
Marin PlemmonsComparative Neuromechanics Lab, School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA.
Rachel Claire WatermeierComparative Neuromechanics Lab, School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA.
Krithi IyerComparative Neuromechanics Lab, School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA.
Reza SameniDepartment of Biomedical Informatics, Emory University, Atlanta, GA, USA; Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA.
Jarred M KaiserSchool of Medicine, Emory University, Decatur, GA, USA; Atlanta VA Medical Center, Decatur, GA, USA.
Liang-Ching TsaiDepartment of Physical Therapy, Georgia State University, Atlanta, GA, USA.
Young-Hui ChangComparative Neuromechanics Lab, School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA.

Funding

Regenerative Rehabilitative Principles in Modulating Weight Bearing and Joint Kinematics to Delay Post-Traumatic Knee OsteoarthritisR01AR080154 · NIAMS · GEORGIA STATE UNIVERSITY · PI Liang-Ching Tsai · 2022 to 2026
$2.0M
NIAMS NIH HHS R01 AR080154
6 · The paper itself

Abstract

Biplanar X-ray fluoroscopy offers sub-millimeter insight into skeletal motion, yet prevailing pipelines rely on subject-specific computed tomography (CT), implanted markers, digitally reconstructed radiograph (DRR)-based optimization, or deep networks trained on thousands of segmented images, which slow preparation and analysis, reducing throughput in rodent studies. We present a fully automatic, markerless, scan free framework that reconstructs six-degree-of-freedom poses of seven rat hindlimb bones from 100frames s

Indexed as

GaitHindlimbImaging, Three-DimensionalModels, BiologicalAnimalsBiomechanical PhenomenaFemaleMaleRatsTomography, X-Ray ComputedAnalytical registrationBiomechanicsBiplanar X-ray fluoroscopyDeepLabCutLocomotionMarkerless pose estimationSingular value decomposition

Identifiers

PMID42242105
PMCPMC13309233

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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.