Evidence map›Paper›PMID 40941490›Full record

ArticleHealthcare (Basel, Switzerland)2025

From Data to Diagnosis: A Novel Deep Learning Model for Early and Accurate Diabetes Prediction.

Muhammad Mohsin Zafar, Zahoor Ali Khan, Nadeem Javaid, Muhammad Aslam, Nabil Alrajeh

Abstract read
In one paragraph

Article in Healthcare (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

5 authors.

Muhammad Mohsin ZafarComSens Lab, International Graduate School of Artificial Intelligence, National Yunlin University of Science and Technology, Douliu, Yunlin 64002, Taiwan.
Zahoor Ali KhanFaculty of Computer Information Science, Higher Colleges of Technology, Fujairah 4114, United Arab Emirates.ORCID 0000-0002-7101-2979
Nadeem JavaidComSens Lab, International Graduate School of Artificial Intelligence, National Yunlin University of Science and Technology, Douliu, Yunlin 64002, Taiwan.
Muhammad AslamDepartment of Computer Science, Aberystwyth University, Aberystwyth SY23 3FL, UK.ORCID 0000-0002-9697-6766
Nabil AlrajehDepartment of Biomedical Technology, College of Applied Medical Sciences, King Saud University, Riyadh 11633, Saudi Arabia.ORCID 0000-0002-1861-0582

Funding

King Saud University ORF-2025-648
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

adaptive synthetic oversamplingconfidence intervaldeep learningdiabetes predictioninception networkk-fold cross validationlocal interpretable model-agnostic explanationslong short-term memorymulti-layer perceptronShapley additive explanations

Identifiers

PMID40941490
PMCPMC12427916

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.