Evidence map›Paper›PMID 40804347›Full record

ArticleScientific reports2025

Numerical solutions for norovirus epidemic spread: implications for public health control.

Suhail Saleem, Ali Raza, Marek Lampart, Muhammad Rafiq, Nauman Ahmed, Muhammad Shoaib Arif

Abstract read
In one paragraph

Article in Scientific reports, 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

6 authors.

Suhail SaleemDepartment of Mathematics, Air University, PAF Complex, E-9, Islamabad, 44000, Pakistan.
Ali RazaCenter for Research and Development in Mathematics and Application (CIDMA), Department of Mathematics, University of Aveiro, 3810-193, Aveiro, Portugal. ali.raza@ua.pt.
Marek LampartIT4Innovations, VSB-Technical University of Ostrava, 17 Listopadu 2172/15, Ostrava, 708 33, Czech Republic. marek.lampart@vsb.cz.
Muhammad RafiqDepartment of Mathematics, Namal University, 30KM Talagang Road, Mianwali, 42250, Pakistan.
Nauman AhmedDepartment of Mathematics and Statistics, The University of Lahore, Lahore, 54600, Pakistan.
Muhammad Shoaib ArifDepartment of Mathematics and Sciences, College of Humanities and Sciences, , Prince Sultan University, Riyadh, 11586, Saudi Arabia.

Funding

Ministry of Education, Youth and Sports of the Czech Republic through the e-INFRA CZ (ID:90254), with the financial support of the European Union under the REFRESH - Research Excellence For Region Sustainability and High-tech Industries project number CZ.10.03.01/00/22\_003/0000048 via the Operational Programme Just Transition SGS No. SP2025/049
6 · The paper itself

Abstract

Norovirus is a highly contagious virus and the leading cause of acute gastroenteritis worldwide. The World Health Organization (WHO) estimates that approximately 685 million cases of norovirus infection occur each year, with around 200 million affecting children under the age of five. The impact of this virus is substantial, contributing to roughly 200,000 deaths annually-about 50,000 of which are among young children-mostly in low-income countries. In addition to the human toll, norovirus imposes a significant economic burden, with global costs reaching approximately $60 billion each year due to healthcare expenses and lost productivity. In this paper, we present a fractional-order mathematical analysis of the norovirus epidemic model, focusing on its transmission dynamics, incorporating memory effects. The total population, denoted as N(t), is categorized into four compartments: susceptible, exposed, infected, and recovered. We analytically derive the equilibrium points and the basic reproduction number of the model. Furthermore, we discuss the properties of positivity, boundedness, uniqueness, and existence to ensure the model's validity. The non-linear model is linearized around its equilibrium points, and local stability is analyzed using the eigenvalues of the Jacobian matrix. In addition, global stability is examined using the Lyapunov function and LaSalle's invariance principle. To validate the theoretical findings, a numerical scheme based on the GL-Non-Standard Finite Difference (NSFD) method is developed, which serves to verify the theoretical analysis of the norovirus epidemic model.

Indexed as

Caliciviridae InfectionsGastroenteritisNorovirusPublic HealthBasic Reproduction NumberEpidemicsHumansMathematicsModels, TheoreticalAnalytical analysisMathematical modelNorovirusNumerical resultsReproductive numberSensitive analysisStability analysis

Identifiers

PMID40804347
PMCPMC12350857

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.