Evidence map›Paper›PMID 42541725›Full record

ArticleCell reports2026

Thermodynamics of consciousness: Non-equilibrium brain dynamics track conscious states.

Tomas Berjaga-Buisan, Juan Manuel Monti, Martina Cortada, Michele A Colombo, Sebastian M Geli, Gianluca Gaglioti, Simone Sarasso, Morten L Kringelbach, Maurizio Corbetta, Maria V Sanchez-Vives and 3 more

Abstract read
In one paragraph

Article in Cell reports, 2026. 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

13 authors.

Tomas Berjaga-BuisanCenter for Brain and Cognition, Computational Neuroscience Group, Department of Engineering, Universitat Pompeu Fabra, 08005 Barcelona, Spain. Electronic address: tomas.berjaga@upf.edu.
Juan Manuel MontiInstituto de Física Rosario CONICET-UNR, Rosario 2000, Argentina; Laboratorio de Colisiones Atómicas, FCEIA, Universidad Nacional de Rosario, Rosario 2000, Argentina.
Martina CortadaInstitut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036 Barcelona, Spain; Facultat de Física, Universitat de Barcelona (UB), 08028 Barcelona, Spain.
Michele A ColomboDepartment of Biomedical and Clinical Sciences, Università degli Studi di Milano, 20157 Milan, Italy.
Sebastian M GeliCenter for Brain and Cognition, Computational Neuroscience Group, Department of Engineering, Universitat Pompeu Fabra, 08005 Barcelona, Spain.
Gianluca GagliotiDepartment of Biomedical and Clinical Sciences, Università degli Studi di Milano, 20157 Milan, Italy.
Simone SarassoDepartment of Biomedical and Clinical Sciences, Università degli Studi di Milano, 20157 Milan, Italy.
Morten L KringelbachCentre for Eudaimonia and Human Flourishing, Linacre College, University of Oxford, Oxford OX3 9BX, UK; Department of Psychiatry, University of Oxford, Oxford OX3 7JX, UK; Center for Music in the Brain, Department of Clinical Medicine, Aarhus University, 8000 Aarhus C, Denmark; International Centre for Flourishing, Universities of Oxford (UK), Aarhus (Denmark) and Pompeu Fabra (Spain), Oxford OX3 9BX, UK.
Maurizio CorbettaPadova Neuroscience Center (PNC), University of Padova, 35129 Padova, Italy; Department of Neuroscience, University of Padova, 35128 Padova, Italy; Venetian Institute of Molecular Medicine (VIMM), 35129 Padova, Italy.
Maria V Sanchez-VivesInstitut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036 Barcelona, Spain; Institució Catalana de Recerca i Estudis Avançats (ICREA), 08010 Barcelona, Spain.
Marcello MassiminiDepartment of Biomedical and Clinical Sciences, Università degli Studi di Milano, 20157 Milan, Italy; IRCCS, Fondazione Don Carlo Gnocchi Onlus, 20148 Milan, Italy.
Yonatan Sanz PerlInternational Centre for Flourishing, Universities of Oxford (UK), Aarhus (Denmark) and Pompeu Fabra (Spain), Oxford OX3 9BX, UK; Department of Engineering, Universidad de San Andrés, Buenos Aires B1644BID, Argentina; Center for Brain and Cognition, Computational Neuroscience Group, Faculty of Medicine and Life Sciences, Universitat Pompeu Fabra, 08005 Barcelona, Spain.
Gustavo DecoInternational Centre for Flourishing, Universities of Oxford (UK), Aarhus (Denmark) and Pompeu Fabra (Spain), Oxford OX3 9BX, UK; Institució Catalana de Recerca i Estudis Avançats (ICREA), 08010 Barcelona, Spain; Center for Brain and Cognition, Computational Neuroscience Group, Faculty of Medicine and Life Sciences, Universitat Pompeu Fabra, 08005 Barcelona, Spain.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The quest for reliable and objective measures of consciousness is critical in basic and clinical neuroscience. Across species, the perturbational complexity index (PCI) has emerged as a robust empirical marker by directly perturbing the brain, yet its relationship to broader physical principles remains unclear. Here, we address this gap by introducing a non-invasive framework based on generative whole-brain models of non-equilibrium brain dynamics. Using these models, we identify violations of the fluctuation-dissipation theorem (FDT) in humans and rodents across wakefulness, anesthesia, and disorders of consciousness (DoC). Mirroring PCI, FDT violations decrease in unresponsive DoC and anesthesia compared with conscious conditions. These findings reveal a robust empirical link between PCI and non-equilibrium dynamics in spontaneous brain signals, suggesting that non-equilibrium dynamics capture an important aspect of perturbational complexity. Overall, this framework opens non-invasive, model-based avenues for understanding consciousness and supports efforts to assess its loss and recovery in health and disease.

Indexed as

anesthesiaconsciousnessCP: neurosciencedisorders of consciousnessEEGfluctuation-dissipation theoremLFPnon-equilibriumperturbational complexity indexthermodynamicswhole-brain modeling

Identifiers

PMID42541725
PMCPMC13506674

What OpenQuestion holds

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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.