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When dreams feel real: the MÖBIUS model.

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Paper

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The authors' code

Python · 1 line · 81 B · MIT

  1. """Minimal analysis utilities for REM-gating indices and MÖBIUS model plots."""

__init__.py, under MIT · at the source

Overview

Authors: Ivana Rosenzweig1,2
ORCID iDs: Ivana Rosenzweig
  1. Sleep and Brain Plasticity Centre, IOPPN, King’s College London,London, UK
  2. Sleep Disorders Centre, Guy’s and St Thomas Hospital,London, UK
Institutions: King's College London (United Kingdom); St Thomas' Hospital (United Kingdom)
Journal: Communications biology, volume 9, issue 1, article 412
Dates: received 9 September 2025; accepted 19 February 2026; published online 23 March 2026
Type: Review · Language: English
License: CC BY
Identifiers: DOI 10.1038/s42003-026-09781-x · PMID 41872455 · PMCID PMC13009209 · OpenAlex W7140140669
Open access: gold, a free copy (OpenAlex)
Status: code verified (how the code is found and verified)
Categories: human (organism), sleep disorders (population), cognitive (subfield)
Keywords: Hippocampus, Sleep disorders
MeSH: Dreams*, Memory*, Hippocampus, Humans, Memory, Episodic, Sleep, REM (* major topic)
Topic: Sleep and Wakefulness Research (Cognitive Neuroscience, Neuroscience), according to OpenAlex
Funding: Wellcome Trust (Wellcome) (103952/Z/14/Z)
Citations: not cited yet (Europe PMC); 73 references in the paper

Abstract

A subset of dreams challenges long-standing distinctions between simulation and memory. These, so-called epic dreams, are defined by immersive realism, emotional neutrality, and persistent autobiographical salience, and can be subjectively indistinguishable from lived experience. They are often recalled with mnemonic authority. In this Perspective, epic dreaming is argued to reflect a systems-level failure of REM sleep’s containment architecture, namely a convergence of neuromodulatory disruption, hippocampal novelty-misclassification, and oscillatory instability that permits internally generated content to enter episodic memory. A probabilistic model of this failure, termed MÖBIUS, is introduced to formalise the conditions under which simulation is mis-encoded as memory.

Reproduced under the paper's license (CC BY), from the paper cited above.

Repository

Its files are read in the Code ↔ Paper reader above.

Zenodo 18620608

License: MIT
State: the link answers, verified on 30 September 2026
Evidence: files inventoried
Size: 1 file
Software Heritage: not checked
Found in: “Code availability”
Not found: README, license file, CITATION.cff, environment file, tests, continuous integration, documentation
Tools: NumPy (7 files), pandas (5 files), Matplotlib (2 files)
Availability: 1 check, the latest on 30 September 2026: the link answers (HTTP 200)
  • 30 September 2026: the link answers (HTTP 200)
11 files
At the source:

Code availability

Analysis scripts are archived on Zenodo (DOI: 10.5281/zenodo.18620608)73. No participant-level PSG data are included. Control PSG data are available from MASS (O’Reilly et al., 2014); access to the epic-dreaming cohort is governed as described in Data availability.

Reproduced under the paper's license (CC BY), from the paper cited above.

Tracing map

Proposed by the machine: these links were found in the paper and verified at the source, without human review. The map will receive a Zenodo DOI once one of the paper's authors has validated it with their ORCID.

What the map holds:

  • 1 repository of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
  • 9 scripts, each with its path and the digest of its content;
  • no match between paragraphs and code yet;
  • neither the text of the paper nor the code itself.

Its JSON (tracing-map.json) is deposited on Zenodo with its DOI once the map is validated.

Data

No dataset and no data link were found in the paper.

Data availability

The datasets generated and analysed during the current study are not publicly available owing to ethical and governance restrictions. Polysomnographic recordings and associated clinical metadata are held within the Guy’s and St Thomas’ NHS Foundation Trust Electronic Research Records Interface (GERRI) under the oversight of the Clinical Research Analytics Governance Group (CRAG) and cannot be transferred outside the Trust firewall. De-identified summary metrics underlying the figures are reported in the main text and Supplementary Tables. Specific, well-founded proposals for secondary analyses under the existing ethical approval may be directed to the CRAG for consideration.

Reproduced under the paper's license (CC BY), from the paper cited above.

Versions

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Version 1, 30 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 1 author, 2 keywords, 6 MeSH terms, 1 funder, 69 references.

Cite

This paper

Rosenzweig, I. (2026). When dreams feel real: the MÖBIUS model. Communications biology, 9(1), 412. https://doi.org/10.1038/s42003-026-09781-x

BibTeX

@article{rosenzweig2026when,
author = {Rosenzweig, Ivana},
title = {{When dreams feel real: the MÖBIUS model}},
journal = {Communications biology},
year = {2026},
month = mar,
volume = {9},
number = {1},
pages = {412},
publisher = {Nature Publishing Group},
issn = {2399-3642},
doi = {10.1038/s42003-026-09781-x},
url = {https://doi.org/10.1038/s42003-026-09781-x},
pmid = {41872455},
pmcid = {PMC13009209}
}

RIS

TY - JOUR
AU - Rosenzweig, Ivana
TI - When dreams feel real: the MÖBIUS model
T2 - Communications biology
J2 - Commun Biol
PY - 2026
DA - 2026/03/23
VL - 9
IS - 1
SP - 412
SN - 2399-3642
PB - Nature Publishing Group
DO - 10.1038/s42003-026-09781-x
UR - https://doi.org/10.1038/s42003-026-09781-x
LA - en
ER -

CSL-JSON

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"PMCID": "PMC13009209",
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"date-parts": [
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