Evidence map›Paper›PMID 41008779›Full record

ArticleDiagnostics (Basel, Switzerland)2025

A Comparative Analysis of SegFormer, FabE-Net and VGG-UNet Models for the Segmentation of Neural Structures on Histological Sections.

Igor Makarov, Elena Koshevaya, Alina Pechenina, Galina Boyko, Anna Starshinova, Dmitry Kudlay, Taiana Makarova, Lubov Mitrofanova

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

8 authors.

Igor MakarovAlmazov National Medical Research Centre, St. Petersburg 197341, Russia.ORCID 0000-0001-6175-8403
Elena KoshevayaAlmazov National Medical Research Centre, St. Petersburg 197341, Russia.
Alina PecheninaAlmazov National Medical Research Centre, St. Petersburg 197341, Russia.
Galina BoykoAlmazov National Medical Research Centre, St. Petersburg 197341, Russia.
Anna StarshinovaAlmazov National Medical Research Centre, St. Petersburg 197341, Russia.ORCID 0000-0002-9023-6986
Dmitry KudlayDepartment of Pharmacology, Institute of Pharmacy, I.M. Sechenov First Moscow State Medical University, Moscow 119991, Russia.ORCID 0000-0003-1878-4467
Taiana MakarovaAlmazov National Medical Research Centre, St. Petersburg 197341, Russia.
Lubov MitrofanovaAlmazov National Medical Research Centre, St. Petersburg 197341, Russia.

Funding

the Ministry of Science and Higher Education of the Russian Federation in the framework of a scientific project under agreement 075-15-2022-1110
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

convolutional neural networksdigital pathologysegmentation of histological imagessegmentation of nerve fibresvisual transformers

Identifiers

PMID41008779
PMCPMC12468733

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.