Evidence map›Paper›PMID 42693352›Full record

ArticleBulletin of mathematical biology2026

Pattern Formation in a Spatial Public Goods Dilemma due to Diffusive or Directed Motion.

Yuxuan Zhao, Kaisheng Zhu, Yefei Zhang, Daniel B Cooney

Abstract read
In one paragraph

Article in Bulletin of mathematical biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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3 · Its place in the literature

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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

4 authors.

Yuxuan ZhaoDepartment of Mathematics, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA.
Kaisheng ZhuDepartment of Mathematics, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA.
Yefei ZhangDepartment of Mathematics, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA.
Daniel B CooneyDepartment of Mathematics, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA. dbcoone2@illinois.edu.ORCID http://orcid.org/0000-0001-8643-0893

Funding

Simons Foundation MPS-TSM-00007872
6 · The paper itself

Abstract

The costly provision of public goods serves as a model problem for the evolution of cooperative behavior, presenting a social dilemma between the collective benefits of shared resources and the individual incentive to free-ride in resource production. The spatial structure of populations can also impact cooperation over public goods, as diffusion of public goods and intentional motion of individuals towards regions with greater resources can interact with population and public goods dynamics to produce heterogeneous patterns in the spatial distribution of strategies and resources. In this paper, we build off a model introduced by Young and Belmonte for the reaction dynamics of interacting individuals and an explicit public good, deriving a system of PDEs that describes the spatial profiles of strategies and the public good in the presence of both diffusive motion of individuals and resources and chemotaxis-like directed motion of individuals in response to gradients in the concentration of public goods. Through linear stability analysis, we show that spatial patterns in strategic and public goods profiles can emerge due to either Turing instability with high defector diffusivity or a directed-motion instability through strong sensitivity of cooperators towards increasing resource concentration. We further explore the emergent spatial patterns with a mix of weakly nonlinear stability analysis and numerical simulation, showing that, for a wide range of reaction parameters, diffusion-driven instability appears to increase cooperation and public goods across the spatial domain, while directed motion of cooperators towards public goods tends to decrease cooperation and environmental quality across the environment.

Indexed as

Cooperative BehaviorGame TheoryModels, BiologicalBiological EvolutionComputer SimulationHumansMathematical ConceptsPopulation DynamicsEvolution of cooperationPublic goods dilemmaSpatial pattern formation

Identifiers

PMID42693352
PMCPMC13541878

What Socratic holds

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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 Socratic graph.