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.
Authors Hope Wallace
Year 2024
Publisher Data Rabbithole (datarabbithole.com)
Kind of work course
Discipline Data Science
Secondary disciplines Education
Kind of engagement public
Applied false
The site sets out to put the six Mental Moves and DSRP in a reader's hands for use on wicked problems. The author states the aim as a vision that visitors will have the six Mental Moves and DSRP-483 in their pocket.
A self-published teaching site of about fourteen pages, framed throughout by Alice in Wonderland. An opening primer asks the reader to describe what they see and keep the list. An introductory essay argues for systems thinking by way of metacognition and names the four rules. Four pages take one pattern each, stating the rule and its two elements and posing practice questions. Five further pages cover the six Mental Moves — Is/Is Not List, Zoom In Zoom Out (counted as two), Parts Party, Barbell (RDS) and Perspective Circle — each as short numbered steps with a demonstration video. A closing Move Mash Up combines the patterns through cross-cutting questions and asks the reader to compare a new description against the list made at the start.
The site holds that systems thinking offers a way to better understand how we think, that the four rules are foundational to systems thinking, and that they operate simultaneously rather than in sequence. Each rule is stated with its two elements: a distinction has an identity and an other, a system has a whole and a part, a relationship has an action and a reaction, and a perspective has a point and a view. The Barbell move carries this further, taking two things, adding a relationship between them, distinguishing that relationship, and then giving the relationship parts so that it becomes a system in its own right. The Perspectives page holds that a perspective need not belong to a person and can be a technical platform or a step in a workflow.
A public teaching site, putting DSRP and six practice moves in the hands of readers working on big-data problems, framed throughout by Alice in Wonderland.
The author works in health insurance data operations. The argument runs from metacognition: systems thinking is presented as a way to understand how we think, and the four rules as the structures that thinking already uses. Each pattern gets its own page, stated as a rule with its two elements and followed by practice questions — what is the issue and what is not, what is in scope and out of it, whether a whole is also part of some larger whole, what runs in both directions or loops back, and whose vantage is being taken. A deck of cards carries the systems page: the deck is a whole, a part of a multi-deck game, and divisible by suit or by face and number. The six Mental Moves then turn each rule into an exercise, given as two to four numbered steps with a short video. The Barbell move is the most demanding of them, building a relationship into a system by distinguishing it and giving it parts. The closing Move Mash Up asks cross-pattern questions — what distinctions can be made between these relationships, what relationships exist among the various perspectives — and sends the reader back to the description they wrote on the first page to see what changed.
Patterns it shows D, S, R, P
Added 2026-10-14
How to cite this Hope Wallace (2024). Data Rabbithole. Data Rabbithole (datarabbithole.com).