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

S.3 Systems diagrams and models

Brandsberg-Engelmann et al., 2025, Regenerative Economics — Education

Patterns: Distinctions, Systems, Relationships, Perspectives

In short

This curriculum section applies DSRP to brainstorming, outlining, mind-mapping, graphs, tables, and systems diagrams to show how information can be structured and modelled more explicitly.

What they found (results)

DSRP's four patterns explain the uses and limits of everyday tools like brainstorming, graphs, and outlines — and supply the building blocks for the formal systems thinking methods in the sections that follow.

What they set out to do (purpose)

A section of the Regenerative Economics open textbook teaching systems diagrams and models through DSRP — rectangles for parts, nested rectangles for part-wholes, labeled lines for relationships, eyes for perspectives.

Abstract

Learning objectives: "Explain how DSRP patterns can help us understand the uses and limitations of common tools like graphs, tables, brainstorming and outlines"; "Describe symbols used for making systems thinking visible: rectangles for parts, nested rectangles for parts/wholes, (labeled) lines and arrows for relationships, and eyes for perspectives"; "Explain some limitations of systems diagrams". Opening paragraphs: "Have you ever been part of a brainstorming session, maybe for a school project? Then you probably know what happens. People throw out all kinds of ideas, someone writes them down or maybe all the ideas go on sticky notes to be posted on a wall (Figure 1). Overwhelmed with lots of disconnected ideas, the group might find it difficult to move forward. For brainstorming ideas to be really useful, more work needs to be done. Considering distinctions (identity/other), systems (part/whole), relationships (action/reaction) and perspectives (point/view) can help you understand and improve some common education tools like brainstorming, while also giving you the building blocks to use more formal systems thinking methods covered in Sections S.4-S.9."

These researchers were not testing DSRP. The finding is theirs; the correspondence to DSRP is drawn by this site.

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