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Natural language analysis of the structure of altered states of consciousness

Daria Dikovskaya, Bhargav Srinivasa Desikan, Joel Frohlich, N.f. Hossain, Giani Panariello, Luke R Johnson, Conor H. Murray

Journal of Psychedelic Studies May 17, 2025 DOI: 10.1556/2054.2025.00441 (opens in new tab)

Study at a glance

AI-extracted from the abstract
Characteristics Quantitative and qualitative analysis of narrative reports Peer reviewed
Sample size 300
Population Narrative reports across 12 ASC induction methods
Interventions meditation float tank psilocybin LSD DMT 5-MeO-DMT ketamine salvia MDMA cannabis datura diphenhydramine
Topics Altered states of consciousness
Keywords Natural archaeology Consciousness Linguistics
Citations 2
Key findings Most psychedelics except LSD, along with salvia and ketamine, shared similar content with non-pharmacological ASC induction methods, and authenticity predicted positive sentiment across all methods.

Abstract

Abstract Background and aims Altered states of consciousness (ASC) represent acute and marked deviations from normal waking consciousness. Investigations into ASC are significant to problems in medicine, science, and philosophy, including the structure of conscious experience. Here, we conducted a preliminary investigation into the structure of ASC while addressing the role of psychedelics, which purportedly manifest features of mind.

Methods: We performed quantitative and qualitative analyses of 300 narrative reports across 12 ASC induction

Methods: meditation, float tank, psilocybin, lysergic acid diethylamide (LSD), N,N-dimethyltryptamine (DMT), 5-methoxy-N,N-DMT (5-MeO-DMT), ketamine, salvia, 3,4-methyl​enedioxy​methamphetamine (MDMA), cannabis, datura, and diphenhydramine (DPH). We hypothesized that reports from the psychedelics (serotonin 5-HT 2A receptor agonists) would contain similar content with non-pharmacological induction methods, alongside greater positive sentiment and reported authenticity relative to reports from other substances.

Results: In quantitative analysis, most psychedelics, except LSD, as well as salvia and ketamine, shared similar content with non-pharmacological methods. In qualitative analysis, most psychedelics, except LSD, were deemed both positive and authentic, with authenticity predicting positive sentiment across the 12 ASC induction methods ( R = 0.68; p = 0.015). We uncovered latent themes charting a trajectory of ASC from baseline to metaphysical experience, incorporating text-to-image generative artificial intelligence to illustrate underlying phenomenological structure.

Conclusions: Our findings suggest that reproducible structural observations may be externally validated across methods to support a “mind-manifesting” characterization for some ASC induction methods, such as salvia, ketamine, or 5-MeO-DMT, but not for others, such as LSD, datura, or DPH, together informing future studies of psychedelics, ASC, and structuralism.

Comparable studies

Other qualitative studies on altered states of consciousness, most cited first.

Study Year Design Participants
Sensory Isolation in Flotation Tanks: Altered States of Consciousness and Effects on Well-being Patients with depression, burn-out syndrome, and chronic pain 2015 Qualitative study n = 8
A Shaman's Cure: The Relationship Between Altered States of Consciousness and Shamanic Healing1 Nepalese shamans and their patients 2009 Ethnography
Psychedelic Drugs: A Study of Drug-Induced Experiences Obtained by Illegal Drug Users in Relation to Stanislav Grof's Model of Altered States of Consciousness Anonymous former illegal drug users 2000 Qualitative study n = 16
Spiritual experiences and altered states of consciousness – Parallels between BDSM and Christianity Self-defined BDSM practitioners in Sweden 2020 Qualitative ethnographic study n = 29
When Seconds Turn Into Minutes: Time Expansion Experiences in Altered States of Consciousness People who reported Time Expansion Experiences 2020 Qualitative study n = 74

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