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

Understanding First, Solutions Second: A Systems Thinking Analysis of the Proposed Australian Cybersecurity Professionalization Scheme

Collins M, 2025, Journal of Systems Thinking 5(1) — Cybersecurity

Patterns: Distinctions, Systems, Relationships, Perspectives

In short

Uses DSRP and the Agent Based Approach to evaluate Australia's proposed cybersecurity professionalization scheme.

What they found (results)

Professionalization raises practitioner earnings and possibly service quality but creates entry barriers and can slow workforce growth; the scheme's emergent effects may undermine its own objectives — the open question is whether the workforce system is understood well enough to intervene in.

What they set out to do (purpose)

A systems-thinking evaluation of Australia's proposed Cybersecurity Professionalization Scheme, using DSRP and the Agent-Based Approach against projected workforce shortages.

Abstract

This paper applies rigorous systems thinking methodologies to critically evaluate Australia's proposed Cybersecurity Professionalization Scheme within the context of Australia's projected workforce shortages. Through the analytical frameworks of DSRP Theory (Distinctions, Systems, Relationships, Perspectives) and Agent-Based Approach (ABA), this research interrogates the complex adaptive system of cybersecurity workforce development. Meta-analysis of empirical evidence across industries reveals a consistent pattern: while professionalization schemes increase practitioner earnings and potentially enhance service quality in high-risk domains, they simultaneously create significant market entry barriers and can reduce workforce growth. The study identifies that Australia's proposed scheme exhibits strengths in its industry-led design philosophy and integration with existing certification frameworks, but raises concerns regarding systemic impacts on cost inflation, industry adoption rates, and workforce diversity. The ABA analysis identifies emergent properties that may undermine the scheme's objectives and proposes design principles to mitigate unintended consequences. This paper contributes to the critical discourse on professionalization by demonstrating how a systems thinking approach can reveal dynamics invisible to traditional policy analysis. This research provides stakeholders with an evidence-based evaluation framework to assess the scheme's effectiveness and sustainability, while offering specific recommendations aligned with systems design principles that could enhance positive outcomes while mitigating negative systemic impacts. As a result, the fundamental question emerges: does Australia have an adequate understanding of the cybersecurity workforce system prior to implementing solutions?

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

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