Evidence map›Paper›PMID 40722371›Full record

ArticleBioengineering (Basel, Switzerland)2025

AI-Assisted Image Recognition of Cervical Spine Vertebrae in Dynamic X-Ray Recordings.

Esther van Santbrink, Valérie Schuermans, Esmée Cerfonteijn, Marcel Breeuwer, Anouk Smeets, Henk van Santbrink, Toon Boselie

Abstract read
In one paragraph

Article in Bioengineering (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Recent Findings and Developments in Spine Biomechanics.Bioengineering (Basel, Switzerland) · 2026
    Article
  2. From static X-rays to dynamic 3D tracking: A scoping review of cervical spine Imaging-Based motion assessment.European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society · 2026
    Article
  3. Article
  4. 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

7 authors.

Esther van SantbrinkDepartment of Neurosurgery, Maastricht University Medical Centre, 6229 HX Maastricht, The Netherlands.ORCID 0000-0002-1082-9811
Valérie SchuermansDepartment of Neurosurgery, Maastricht University Medical Centre, 6229 HX Maastricht, The Netherlands.
Esmée CerfonteijnDepartment of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands.
Marcel BreeuwerDepartment of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands.ORCID 0000-0003-1822-8970
Anouk SmeetsDepartment of Neurosurgery, Maastricht University Medical Centre, 6229 HX Maastricht, The Netherlands.
Henk van SantbrinkDepartment of Neurosurgery, Maastricht University Medical Centre, 6229 HX Maastricht, The Netherlands.ORCID 0000-0001-8187-6044
Toon BoselieDepartment of Neurosurgery, Maastricht University Medical Centre, 6229 HX Maastricht, The Netherlands.ORCID 0000-0003-3105-9710

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

cervical spinedeep-learning modelimage segmentationmotion patternqualitative motion analysisU-NetX-ray recording

Identifiers

PMID40722371
PMCPMC12292518

What OpenQuestion holds

Textmetadata
LicenceCC BY
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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.