Living Evidence Compendium

The Universal & Atomic Elements of Organization

A falsifiable scientific theory proposing that the same irreducible structures organize both thought and reality — from the quantum to the social scale.

What if the same structures that organize your thoughts also organize the world? Explore the hypothesis

O-Theory proposes that four irreducible structures — Distinctions, Systems, Relationships and Perspectives (DSRP) — form the universal grammar of organization. Rather than being merely useful ways of thinking, these structures are hypothesized to be the atomic elements from which every organized phenomenon emerges, whether in cognition, biology, physics, mathematics, society, or the cosmos.

DS RP
DistinctionsSystemsRelationshipsPerspectives
Identity ↔ OtherPart ↔ Whole Action ↔ ReactionPoint ↔ View
D := (i ↔ o)S := (p ↔ w) R := (a ↔ r)P := (ṗ ↔ v)

This is a living scientific evidence compendium: an open, continually evolving collection of independent empirical research, formal theory, mathematical proofs, cross-disciplinary analyses, applications, critiques, and proposed falsifications. Every entry is included because it supports, refines, challenges, or attempts to falsify the theory.

Scientific theories are strengthened not only by evidence that confirms their predictions, but also by surviving attempts to falsify them. This compendium brings both together: independent evidence from researchers who were not testing DSRP and proposed counterexamples evaluated against the formal theory.

One counterexample is enough to falsify O-Theory. Until then, the question remains: do the same four structures organize everything from quantum systems to human thought?

Try a demonstration yourself Why is this convergent evidence compelling? See why independent convergence is one of science’s strongest forms of evidence.

independent opportunities for the theory to fail.

Independent convergence is one of the strongest forms of scientific evidence because researchers arrive at the same conclusion while investigating different questions for different reasons.

The number is not the point. Researchers in different fields, studying different questions with different methods, repeatedly arrived at the same structural predictions—almost always without testing DSRP or using its language.

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About this collection

This compendium began as the peer-reviewed literature review “A Literature Review of the Universal and Atomic Elements of Complex Cognition,” published in the Journal of Systems Thinking with 109 studies. That paper is the peer-reviewed foundation. What you see here is its living, continuously updated version . New studies are checked before they are added, and the collection now holds and keeps growing. Open any card to see what the researchers found, why it bears on DSRP, and where the original review discusses it, the fuller account.

Cabrera, D., Cabrera, L., & Cabrera, E. A Literature Review of the Universal and Atomic Elements of Complex Cognition. Journal of Systems Thinking. · Cornell University & Cabrera Research Lab.

How to cite this collection

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The collection is updated continuously, so the citation carries the date you consulted it rather than a study count — the count changes weekly, and putting it in the reference would make the same collection look like a different work to everyone who cites it. To cite a single claim or study, use its own address: every one has a permanent link.

About this record

This is the adversarial half of the compendium. Where the evidence track asks what converges on DSRP, this one asks what would end it: a single organized phenomenon whose structure needs a fifth pattern, a ninth element, or a fifth structural dynamic. It holds written up from candidates across territories, and resolutions — the general answers those cases settle against. Every case is published whether it held or failed, including the ones still open.

How to cite the counterexamples and resolutions

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Cite this rather than the evidence collection when the point is what survived attack. The two are separate works with separate addresses: one asks what converges on the theory, the other asks what would end it, and a reference to the first does not support a claim about the second. Case and resolution numbers change when the record is revised, so cite a case by its own permanent link rather than by number.

Know of work that belongs here?

This collection is meant to keep growing. Send us a study, paper, book or critique that bears on DSRP, whether it supports the theory or cuts against it, and we will read it and decide whether it belongs.

 

DSRP Evidence

A systems thinking approach for eliciting mental models from visual boundary objects in hydropolitical contexts: a case study from the Pilcomayo River Basin

Details

Authors Riveraine S. Walters; Erin S. Kenzie; Alexander E. Metzger; William Jesse Baltutis; Kakali B. Chakrabarti; Shana Lee Hirsch; Bethany K. Laursen

Year 2019

Publisher Ecology and Society

Kind of work article

Discipline Environment & Sustainability

Secondary disciplines Public Policy

Reading level technical

Kind of engagement scholarly

Read it at the publisher 10.5751/ES-10586-240209

In authors' words

Abstract

“Transboundary collaborations related to international freshwater are critical for ensuring equitable, efficient, and sustainable shared access to our planet’s most fundamental resources. Visual artifacts, such as knowledge maps, functioning as boundary objects, are used in hydropolitical contexts to convey understandings and facilitate discussion across scales about challenges and opportunities from multiple perspectives… To investigate and synthesize these multiple concepts, we developed a novel method of eliciting mental models from visual boundary objects in social-ecological contexts by combining content analysis with theoretical frameworks for boundary objects and systems thinking.”

What they set out to do (purpose)

An exploratory methodological case study testing a new method for eliciting collective mental models from visual boundary objects in a transboundary water-governance setting. The researchers screened more than 1500 official Pilcomayo Basin documents and selected 26 knowledge-map-type visuals—problem/solution trees, conceptual models, causal mosaics, etc.—for DSRP-informed analysis.

What they found (results)

The hybrid content/map analysis + DSRP method successfully elicited both individual and shared mental models from visual boundary objects. The authors explicitly conclude that adding Perspective was meaningful and enhanced understanding of the mental models, while Systems/part–whole structure added useful information but needed further methodological development.

Commentary

In short

Strong supportive application and methodological extension. The authors combine conventional content/map analysis with DSRP specifically because traditional approaches emphasize concepts and relationships but omit part–whole systems and perspectives. They then use all four DSRP categories to elicit and compare collective mental models from actual hydropolitical visual artifacts.

In more detail

The authors analyzed 26 visual artifacts produced through institutional, stakeholder, and participatory processes in the Pilcomayo River Basin. They reorganized and compared the visuals according to distinct concepts, part–whole systems, relationships, and perspectives. D: they reduced the content to 17 broad concept categories. S: they examined explicit groupings indicated through boxes, colors, and other visual containment. P: they identified the main perspective of each knowledge map and inferred the external perspective of the stakeholder/institutional groups that produced it. R: they coded directed cause–effect, causal, and actor–result relationships across the 26 visuals.

Response

The authors reached for DSRP because content and map analysis capture concepts and relationships but drop part-whole structure and perspective, and they report that adding Perspective meaningfully improved what they could see in the mental models. An independent group finding two of the four patterns missing from their existing method and getting something back by adding them.

Patterns it shows D, S, R, P

Shows it makes a difference

Added 2026-09-01

How to cite this Riveraine S. Walters; Erin S. Kenzie; Alexander E. Metzger; William Jesse Baltutis; Kakali B. Chakrabarti; Shana Lee Hirsch; Bethany K. Laursen (2019). A systems thinking approach for eliciting mental models from visual boundary objects in hydropolitical contexts: a case study from the Pilcomayo River Basin. Ecology and Society.