Evidence map›Paper›PMID 41225966›Full record

ArticleDiagnostics (Basel, Switzerland)2025

A Hybrid Convolutional Neural Network-Long Short-Term Memory (CNN-LSTM)-Attention Model Architecture for Precise Medical Image Analysis and Disease Diagnosis.

Md Tanvir Hayat, Yazan M Allawi, Wasan Alamro, Salman Md Sultan, Ahmad Abadleh, Hunseok Kang, Aymen I Zreikat

Abstract read
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 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Review
  2. Review
  3. Review
  4. Article
  5. 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.

Md Tanvir HayatInnovative Skills Ltd., Dhaka 1207, Bangladesh.ORCID 0009-0001-6749-7096
Yazan M AllawiDepartment of Electrical Engineering, College of Engineering, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia.ORCID 0000-0002-9635-5951
Wasan AlamroDepartment of Communications and Computer Engineering, Faculty of Engineering, Al-Ahliyya Amman University, Amman 19111, Jordan.ORCID 0000-0002-2190-9235
Salman Md SultanInnovative Skills Ltd., Dhaka 1207, Bangladesh.ORCID 0000-0001-9190-6841
Ahmad AbadlehCS Department, Mutah University, Karak 61710, Jordan.ORCID 0000-0003-0877-3908
Hunseok KangCollege of Engineering and Technology, American University of the Middle East, Egaila 54200, Kuwait.ORCID 0000-0001-7823-2408
Aymen I ZreikatCollege of Engineering and Technology, American University of the Middle East, Egaila 54200, Kuwait.ORCID 0000-0003-4900-497X

Funding

Princess Nourah bint Abdulrahman University PNURSP2025R829
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

attention mechanismconvolutional neural networkslong short-term memorymedical image analysissequential features

Identifiers

PMID41225966
PMCPMC12608630

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.