Evidence map›Paper›PMID 40422414›Full record

ArticleEntropy (Basel, Switzerland)2025

Thoughtseeds: A Hierarchical and Agentic Framework for Investigating Thought Dynamics in Meditative States.

Prakash Chandra Kavi, Gorka Zamora-López, Daniel Ari Friedman, Gustavo Patow

Abstract read
In one paragraph

Article in Entropy (Basel, Switzerland), 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

4 authors.

Prakash Chandra KaviCenter for Brain and Cognition, Universitat Pompeu Fabra, 08005 Barcelona, Spain.ORCID 0000-0002-5582-0431
Gorka Zamora-LópezCenter for Brain and Cognition, Universitat Pompeu Fabra, 08005 Barcelona, Spain.
Daniel Ari FriedmanActive Inference Institute, Davis, CA 95616, USA.ORCID 0000-0001-6232-9096
Gustavo PatowCenter for Brain and Cognition, Universitat Pompeu Fabra, 08005 Barcelona, Spain.ORCID 0000-0002-1977-9101

Funding

ERDF PID2021-122136OB-C22
6 · The paper itself

Abstract

The Thoughtseeds Framework introduces a novel computational approach to modeling thought dynamics in meditative states, conceptualizing thoughtseeds as dynamic attentional agents that integrate information. This hierarchical model, structured as nested Markov blankets, comprises three interconnected levels: (i) knowledge domains as information repositories, (ii) the Thoughtseed Network where thoughtseeds compete, and (iii) meta-cognition regulating awareness. It simulates focused-attention Vipassana meditation via rule-based training informed by empirical neuroscience research on attentional stability and neural dynamics. Four states-breath_control, mind_wandering, meta_awareness, and redirect_breath-emerge organically from thoughtseed interactions, demonstrating self-organizing dynamics. Results indicate that experts sustain control dominance to reinforce focused attention, while novices exhibit frequent, prolonged mind_wandering episodes, reflecting beginner instability. Integrating Global Workspace Theory and the Intrinsic Ignition Framework, the model elucidates how thoughtseeds shape a unitary meditative experience through meta-awareness, balancing epistemic and pragmatic affordances via active inference. Synthesizing computational modeling with phenomenological insights, it provides an embodied perspective on cognitive state emergence and transitions, offering testable predictions about meditation skill development. The framework yields insights into attention regulation, meta-cognitive awareness, and meditation state emergence, establishing a versatile foundation for future research into diverse meditation practices (e.g., Open Monitoring, Non-Dual Awareness), cognitive development across the lifespan, and clinical applications in mindfulness-based interventions for attention disorders, advancing our understanding of the nature of mind and thought.

Indexed as

active inferencecontent of consciousnessembodied cognitionglobal workspaceMarkov blanketmeditationmeta-cognitionthoughtseedVipassana

Identifiers

PMID40422414
PMCPMC12110063

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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 OpenQuestion graph.