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.
The catalogue of cognitive biases runs to two hundred entries and grows. Confirmation bias, anchoring, availability, sunk cost, fundamental attribution error, framing effects, base rate neglect. Each was discovered separately, named separately, and is taught as a separate thing to watch out for. Nobody claims they share a mechanism, and the standard explanation is that the mind uses heuristics which are efficient and sometimes wrong. Reality runs the whole calculus. Every distinction has its other, every part its whole, every action its reaction, every point its view, and all of it at once, all the time. Nothing in reality is partial. Minds run a fraction of it. Given the same structure available, people use a small part: they break things into parts and connect them constantly, and rarely name the whole they built or take an explicit point of view. The usage is not merely uneven — it follows a power law. Bias is that gap. Not a list of two hundred failures but one failure with a shape: the organization reality has, minus the organization a mind actually uses. The shape is specified at element level, not just at pattern level. Distinctions dominate systems, which dominate relationships, which dominate perspectives. And within each pattern the same skew runs again: identity over other, part over whole, general relating over action and reaction specifically, view over point. Eight elements, and the same half goes missing each time. Read that way, the catalogued biases stop being unrelated. Confirmation bias is a point of view held fixed while information is filtered through it. Anchoring is a relationship left unexamined. Fundamental attribution error is a perspective not taken. Framing effects are a context never made explicit. They are the same omission at different addresses in the structure. This is also why bias does not yield to more information. The gap is in O, and information enters through whatever organization is already there — which is why supplying facts to someone with a badly organized model can leave them more confident and no closer to reality.
Bias is the difference between the organization reality has and the organization a mind actually uses. One gap, not two hundred separate defects — and the gap has a measurable shape. Read in symbols: bias (B) is the organization present in reality (O_ℝ) minus the organization a mental model employs (O_𝕄). Reality manifests the calculus completely; a mind manifests part of it. The subtraction is what every named bias is a local instance of, and the distribution of what gets omitted is not random — it follows a power law, with a few moves made constantly and the rest almost never.
Bias is something other than structural omission — separate heuristics with separate mechanisms, as the catalogue assumes. Or the omissions are random rather than patterned. Read in symbols: bias (B) is not identical to the difference between reality's organization and the model's, or the omissions have no structure. The second disjunct is the sharper test. If people leave out structure at random, there is no single account to give and the two hundred entries are two hundred things. A power law says otherwise, and a flat distribution would refute it.
If understanding is information times organization, then a shortfall in organization is a real quantity with real consequences — not a figure of speech about people being closed-minded. That makes bias one thing with a shape rather than a catalogue of separate errors, and it makes the shape measurable. The central measurement is observational, and its result is the part nobody could have arranged. Tens of thousands of people used a structural mapping tool with no instruction at all. Nearly half took no structural action. Among the rest, the omissions were not scattered — the same moves went missing, in the same order, following a power law the calculus does not contain and nobody predicted. A capacity limit would produce scatter. This is patterned. An independent replication on a different sample by a different method found the predicted omissions in written language. Several experiments then show the shape of a single omission close up. Asked which of five items are not a red circle, people negate one part at a time, in order of how many parts each option negates — a graded structure, not a random error. Context and priming move judgment without anyone noticing. Perspective rewrites what an object is. Structure gets supplied where the stimulus contains none. One study is bias at scale with an answer key: given solutions drawn from an independently established web of causes, people searched for the single one that works rather than judging them all worth doing. And one examines the incumbent construct built to correct bias, showing that it omits organization — which is why more of it does not close this gap.