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.

Discipline
Field

No studies match your search

Try a different term or clear the filters.

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

APA
BibTeX

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

APA
BibTeX

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

Electrode Potential-Programmed Active-Site Ensembles Govern Electrocatalysis

Xue-Chun Jiang, Jia-Lan Chen, Wei-Xue Li, Jin-Xun Liu, 2026, ACS Catalysis — Chemistry

Patterns: Systems, Relationships

In short

The finding treats catalytic activity as a whole-level (ensemble) property that emerges from the shifting mix of its parts (local active-site environments) rather than from any single site, with electrode potential acting as the relationship that reprograms that mix.

What they found (results)

Catalytic activity emerged as an ensemble property arising from potential-driven redistribution of kinetically distinct active-site environments rather than from any single surface configuration, with peak activity produced by potential-driven enrichment of a minority ensemble type that disproportionately carried the catalytic flux.

What they set out to do (purpose)

To resolve how electrode potential governs catalytic function at dynamically reorganizing electrified interfaces, beyond its conventional role of modulating the energetics of a single predefined active site.

Abstract

Electrode potential is the fundamental control variable of electrocatalysis, yet its conceptual role remains largely confined to modulating the energetics of predefined active site. How potential governs catalytic function at dynamically reorganizing electrified interfaces remains unresolved. Here, we show that the electrode potential governs electrocatalysis by programming the statistical populations of active-site ensembles. Using nitrate electroreduction on Cu(111) as a representative high-coverage electrocatalytic reaction, we demonstrate that catalytic activity is an emergent ensemble property arising from the potential-driven redistribution of kinetically distinct local reactive environments rather than any single surface configuration. Peak activity arises from the potential-driven enrichment of minority mixed 2NO/2NH2 ensembles that disproportionately carry catalytic flux despite remaining thermodynamically subordinate. Furthermore, activation barriers across more than 150 elementary reactions are organized into reaction-class-specific linear relationships governed by a common electronic descriptor—the excess charge on reactive Cu atoms (ΔqCu)—identifying interfacial charge redistribution as the unifying electronic principle linking electrode potential, ensemble evolution, and catalytic kinetics. These findings extend the conventional description of surface coverage from an average site occupation to a potential-programmed statistical distribution of local reactive environments and establish active-site ensemble programming as a general framework for understanding dynamic electrocatalytic interfaces under operating conditions.

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

Source