Evidence map›Paper›PMID 39753827›Full record

ArticleJournal of imaging informatics in medicine2025

Combining the Variational and Deep Learning Techniques for Classification of Video Capsule Endoscopic Images.

Bhavana Singh, Pushpendra Kumar, Shailendra Kumar Jain

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Journal of imaging informatics in medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

3 authors.

Bhavana SinghDepartment of Mathematics, Bioinformatics & Computer Applications, Maulana Azad National Institute of Technology, Bhopal, 462003, India. 213104004@stu.manit.ac.in.ORCID http://orcid.org/0000-0003-4022-0887
Pushpendra KumarDepartment of Mathematics, Bioinformatics & Computer Applications, Maulana Azad National Institute of Technology, Bhopal, 462003, India.
Shailendra Kumar JainGastroenterology Department of Gandhi Medical College, Bhopal, 462003, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Gastrointestinal tract-related cancers pose a significant health burden, with high mortality rates. In order to detect the anomalies of the gastrointestinal tract that may progress to cancer, a video capsule endoscopy procedure is employed. The number of video capsule endoscopic (

Indexed as

Capsule EndoscopyDeep LearningImage Interpretation, Computer-AssistedAlgorithmsHumansFaster RCNNGastrointestinal tractMulti-class classificationOptical flowVideo capsule endoscopy

Identifiers

PMID39753827
PMCPMC12572570

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.