Evidence map›Paper›PMID 30988668›Full record

ArticleFrontiers in psychology2019

Regimes of Expectations: An Active Inference Model of Social Conformity and Human Decision Making.

Axel Constant, Maxwell J D Ramstead, Samuel P L Veissière, Karl Friston

Abstract read
In one paragraph

Article in Frontiers in psychology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 52 papers.

0numbers the graph read from it
0cells of the map it votes in
52citing 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

52 citing papers in PubMed.

  1. The Game of Self: Identity and Experience as Active Inference.Personality and social psychology review : an official journal of the Society for Personality and Social Psychology, Inc · 2026
    Article
  2. Review
  3. Article
  4. Article
  5. Article
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  8. Neural Processes Linking Interoception to Moral Preferences Aligned with Group Consensus.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025
    Article
  9. Article
  10. Article
  11. Article
  12. Review
  13. Article
  14. Shared Protentions in Multi-Agent Active Inference.Entropy (Basel, Switzerland) · 2024
    Article
  15. Federated inference and belief sharing.Neuroscience and biobehavioral reviews · 2024
    Review
  16. Article
  17. Article
  18. Article
  19. Article
  20. Distinctive Roles of Medial Prefrontal Cortex Subregions in Strategic Conformity to Social Hierarchy.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2023
    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

4 authors.

Axel ConstantCharles Perkins Centre, The University of Sydney, Sydney, NSW, Australia.
Maxwell J D RamsteadWellcome Trust Centre for Human Neuroimaging, University College London, London, United Kingdom.
Samuel P L VeissièreCulture, Mind, and Brain Program, McGill University, Montreal, QC, Canada.
Karl FristonWellcome Trust Centre for Human Neuroimaging, University College London, London, United Kingdom.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

How do humans come to acquire shared expectations about how they ought to behave in distinct normalized social settings? This paper offers a normative framework to answer this question. We introduce the computational construct of 'deontic value' - based on active inference and Markov decision processes - to formalize conceptions of social conformity and human decision-making. Deontic value is an attribute of choices, behaviors, or action sequences that inherit directly from deontic cues in our econiche (e.g., red traffic lights); namely, cues that denote an obligatory social rule. Crucially, the prosocial aspect of deontic value rests upon a particular form of circular causality: deontic cues exist in the environment in virtue of the environment being modified by repeated actions, while action itself is contingent upon the deontic value of environmental cues. We argue that this construction of deontic cues enables the epistemic (i.e., information-seeking) and pragmatic (i.e., goal- seeking) values of any behavior to be 'cached' or 'outsourced' to the environment, where the environment effectively 'learns' about the behavior of its denizens. We describe the process whereby this particular aspect of value enables learning of habitual behavior over neurodevelopmental and transgenerational timescales.

Indexed as

active inferencedecision-makingdeonticityMarkov decision processniche construction theorysocial conformity

Identifiers

PMID30988668
PMCPMC6452780

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.