Evidence map›Paper›PMID 42292212›Full record

ArticleFrontiers in medicine2026

Data annotation and its evaluation in artificial intelligence-based anatomy recognition for ultrasound-guided regional anesthesia: a clinical perspective.

Bernard V Delvaux, Yoann Elmaleh, Alwin Chuan, Alex T Sia, Rajnish K Gupta, Kristopher M Schroeder, Karim Guessous, James S Bowness

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Frontiers in 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.

Bernard V DelvauxDepartment of Anaesthesiology and Perioperative Medicine, Ramsay Santé, Private Hospital Claude Galien, Quincy-Sous-Sénart, France.
Yoann ElmalehDepartment of Anaesthesiology and Perioperative Medicine, Ramsay Santé, Private Hospital Claude Galien, Quincy-Sous-Sénart, France.
Alwin ChuanDepartment of Anaesthesia, Liverpool Hospital, Faculty of Medicine & Health, University of New South Wales Sydney, Sydney, NSW, Australia.
Alex T SiaDepartment of Women's Anaesthesia, KK Women's and Children's Hospital, Singapore, Singapore.
Rajnish K GuptaDepartment of Anesthesiology, Vanderbilt University Medical Center, Nashville, TN, United States.
Kristopher M SchroederDepartment of Anesthesiology, University of Wisconsin School of Medicine and Public Health, Madison, WI, United States.
Karim GuessousDepartment of Anaesthesiology and Perioperative Medicine, Ramsay Santé, Private Hospital Claude Galien, Quincy-Sous-Sénart, France.
James S BownessDepartment of Anaesthesia, University College Hospitals London, London, United Kingdom.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

annotationartificial intelligencedata qualityevaluationsegmentationultra-sound guided regional anesthesia

Identifiers

PMID42292212
PMCPMC13260577

What OpenQuestion holds

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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.