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.
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.
| D | S | R | P |
| Distinctions | Systems | Relationships | Perspectives |
| Identity ↔ Other | Part ↔ Whole | Action ↔ Reaction | Point ↔ 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?
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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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.
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.
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.
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.
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.
Learning is usually defined by what it produces. Behaviourism made it a change in behaviour. Cognitivism made it acquisition — knowledge moved into a head. Constructivism made it the building of meaning. Experiential accounts made it a cycle of doing and reflecting. Each names a process or an outcome. None says what, precisely, is different afterwards. If a mental model is information times organization, then learning is change in a mental model — and there are only two things that can change. You took in information you did not have. You reorganized what you already had. Or both, which is the ordinary case. Nothing else is available, because there is nothing else in the model to change. Groups learn the same way. What changes is the model they hold in common, and it changes by those same two routes. This says nothing about whether what was learned is any good. A model can change toward reality or away from it, and both are learning. People learn things that are false, and they learn them by the same mechanism they learn things that are true. Whether a change moves a model closer to the world is a separate question with its own answer. The consequence is a diagnosis most training gets wrong. When someone does not understand, the reflex is to supply more information. If what is missing is organization, more information does not help — a fact established separately, and here it means the two kinds of learning are not interchangeable. Knowing which one is needed is the difference between teaching and repeating yourself.
Learning is a change in a mental model. For one person, a change in their model. For a group, a change in the model held in common. Read in symbols: individual learning (Lᵢ) is the change (Δ) in a mental model (𝕄). Organizational learning (Lₒ) is the change in the model held by a set of agents (𝕄_α). The delta is any change in either direction — toward the world or away from it. The subscript on 𝕄 marks who holds the model and is the only difference between the two.
Learning happens with no change in a mental model, or a mental model changes and no learning has occurred. Read in symbols: there exists learning (L) where the change in the mental model (Δ𝕄) is zero, or (∨) there exists a change in a mental model where no learning has occurred. An identity fails in both directions. A case of learning with nothing different afterwards would show the definition is too narrow. A model changing in a way nobody would call learning would show it is too broad.
If a mental model is information times organization, then learning cannot be acquisition. A model can change in exactly two ways and no third — information that was not there before, or reorganization of what already was — so learning has to be a change in a mental model, and the standard definitions are naming one half of it. That is a construct claim, and it is tested differently from an effect claim. Two entries do the work. The empirical one works by subtraction. Subjects were given no new content at all, only awareness of how information is organized, and their models became measurably more complex. Nothing was added. What changed was the organization, and the change was learning — which is the case the acquisition account cannot hold. The construct one is a direct comparison against the standing definitions, showing where each of them mis-sorts. That is how a definition earns its place: not by fitting the cases everyone agrees on, but by handling the ones a rival gets wrong. Underneath both sits the finding that a mental model is the product of information and organization. The two-kinds-of-learning claim is not a stipulation. It follows from the form, and these studies are initial evidence that the form is right about it. The remaining entries carry the account to organizations, where a change in a shared model has to be visible across people rather than inside one head, and review what is known about training the capacity itself.