Evidence map›Paper›PMID 27799562›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2016

Networks of conforming or nonconforming individuals tend to reach satisfactory decisions.

Pouria Ramazi, James Riehl, Ming Cao

Open access · bronzeAbstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
8.6field-weighted citation impact, top 2% of its field
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

8 citing papers in PubMed, 97 citations in OpenAlex.

  1. Behavioral alignment in social networks.National science review · 2025
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  4. Observational
  5. Persistence of anti-vaccine sentiment in social networks through strategic interactions.Proceedings of the ... AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial Intelligence · 2021
    Article
  6. Article
  7. Article
  8. High-energy brain dynamics during anesthesia-induced unconsciousness.Network neuroscience (Cambridge, Mass.) · 2018
    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

3 authors at 1 institution in 1 country.

Pouria RamaziEngineering and Technology Institute Groningen (ENTEG), Faculty of Mathematics and Natural Sciences, University of Groningen, 9747 AG Groningen, The Netherlands p.ramazi@gmail.com m.cao@rug.nl.ORCID 0000-0003-4906-0090
James RiehlEngineering and Technology Institute Groningen (ENTEG), Faculty of Mathematics and Natural Sciences, University of Groningen, 9747 AG Groningen, The Netherlands.
Ming CaoEngineering and Technology Institute Groningen (ENTEG), Faculty of Mathematics and Natural Sciences, University of Groningen, 9747 AG Groningen, The Netherlands p.ramazi@gmail.com m.cao@rug.nl.
University of Groningen · NL

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Binary decisions of agents coupled in networks can often be classified into two types: "coordination," where an agent takes an action if enough neighbors are using that action, as in the spread of social norms, innovations, and viral epidemics, and "anticoordination," where too many neighbors taking a particular action causes an agent to take the opposite action, as in traffic congestion, crowd dispersion, and division of labor. Both of these cases can be modeled using linear-threshold-based dynamics, and a fundamental question is whether the individuals in such networks are likely to reach decisions with which they are satisfied. We show that, in the coordination case, and perhaps more surprisingly, also in the anticoordination case, the agents will indeed always tend to reach satisfactory decisions, that is, the network will almost surely reach an equilibrium state. This holds for every network topology and every distribution of thresholds, for both asynchronous and partially synchronous decision-making updates. These results reveal that irregular network topology, population heterogeneity, and partial synchrony are not sufficient to cause cycles or nonconvergence in linear-threshold dynamics; rather, other factors such as imitation or the coexistence of coordinating and anticoordinating agents must play a role.

Indexed as

Decision MakingModels, TheoreticalSocial BehaviorGame TheoryHumansbest-response dynamicsequilibrium convergenceevolutionary game theorylinear-threshold modelnetwork games

Identifiers

PMID27799562
PMCPMC5135341
OpenAlexW2540486267

What OpenQuestion holds

Textmetadata
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.