Evidence map›Paper›PMID 40478870›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2025

Endogenous competition and the underrealized reproduction of infectious diseases.

Peng Huang, Zack W Almquist, Carter T Butts

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 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.

Peng HuangDepartment of Sociology, University of Georgia, Athens, GA 30602.ORCID 0000-0001-5614-786X
Zack W AlmquistDepartment of Sociology, University of Washington, Seattle, WA 98195.ORCID 0000-0002-1967-123X
Carter T ButtsDepartment of Sociology, University of California, Irvine, CA 92697.ORCID 0000-0002-7911-9834

Funding

DMS/NIGMS 2: Statistical Network Models for Protein AggregationR01GM144964 · NIGMS · UNIVERSITY OF CALIFORNIA-IRVINE · PI BUTTS, CARTER TRIBLEY · 2021 to 2024
$1.2M
HHS | National Institutes of Health (NIH) 1R01GM144964-01NIGMS NIH HHS R01 GM144964University of Washtington Population Health Initiative Tier 3 Grant
6 · The paper itself

Abstract

Scientific inquiry about the transmissibility of infectious diseases is largely based on the basic reproduction number ([Formula: see text]) and its derivations. This paper describes a mechanism overlooked in most conventional analyses, in which a disease can endogenously "compete" with itself when multiple infectious individuals race to infect the same susceptible individual, thereby reducing the effective reproductive rate. Utilizing an empirically calibrated network epidemiological model of wild-type COVID-19 diffusion in its early pandemic, we show that the mechanism would be expected to reduce its reproductive rate by an average of 39%. Simulation experiments further identify different types of endogenous competition mechanisms and their relative effect sizes. We highlight the incorporation of endogenous competition mechanism as a necessary step in realistically modeling the reproduction process of infectious diseases.

Indexed as

Communicable DiseasesCOVID-19Basic Reproduction NumberComputer SimulationEpidemiological ModelsHumansPandemicsSARS-CoV-2COVID-19diffusionreproduction numbersocial network

Identifiers

PMID40478870
PMCPMC12167971

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.