Evidence map›Paper›PMID 39564557›Full record

ArticleIEEE open journal of engineering in medicine and biology2025

An Integrated Framework for Infectious Disease Control Using Mathematical Modeling and Deep Learning.

Mohammed Salman, Pradeep Kumar Das, Sanjay Kumar Mohanty

Abstract read
In one paragraph

Article in IEEE open journal of engineering in medicine and biology, 2025. 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

3 authors.

Mohammed SalmanSchool of Advanced SciencesVellore Institute of Technology Vellore 632014 India.ORCID https://orcid.org/0009-0007-6078-7502
Pradeep Kumar DasSchool of Electronics EngineeringVellore Institute of Technology Vellore 632014 India.ORCID https://orcid.org/0000-0002-3125-771X
Sanjay Kumar MohantySchool of Advanced SciencesVellore Institute of Technology Vellore 632014 India.ORCID https://orcid.org/0000-0001-7095-2806

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Infectious diseases are a major global public health concern. Precise modeling and prediction methods are essential to develop effective strategies for disease control. However, data imbalance and the presence of noise and intensity inhomogeneity make disease detection more challenging.

Indexed as

long short term memory (LSTM)Lyapunov stabilityMigrationstochastic perturbationtime delayvaccinationvolterra integral equation

Identifiers

PMID39564557
PMCPMC11573407

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.