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.
Laura B. Cole; Jessica Justice; Delaney O’Brien; Jayedi Aman; Jong Bum Kim; Aysegul Akturk; Laura Zangori, 2025, Sustainability 17(15), 7008 (MDPI) — Education
Patterns: Distinctions, Systems, Relationships, Perspectives
Supportive independent empirical correspondence. The paper introduces DSRP as a synthesis of systems-thinking competencies, but the empirical coding itself was grounded and inductive rather than DSRP-coded. In the Discussion, the authors then explicitly interpret the emergent results through DSRP: increased Distinctions, organization into Systems, and increased Relationships. They do not claim an empirical Perspective result.
A six-week, place-based green-building energy unit was associated with increased systems thinking among rural grade 7–9 students. Students identified more system elements, organized components into larger systems, and represented more connections and energy-flow relationships after the unit. They also began to represent feedback through environmental impacts.
A mixed-methods case study of three rural Missouri middle-school settings. Eighty-nine unique students produced 162 pre/post systems models; 73 students had paired pre/post data. Student drawings, annotations, and writing were qualitatively coded, frequencies quantified, and paired differences tested using McNemar tests.
Students completed a six-week Energy and Your Environment (EYE) curriculum using their own school buildings to investigate electrical, light, and thermal energy systems. The assessment asked them to draw and explain system elements and relationships. Importantly, the codebook emerged inductively rather than being imposed from DSRP. The resulting empirical structure separated individual elements from energy-flow relations, and the authors subsequently mapped those results onto DSRP as D, S, and R. Statistically significant changes included power plant→power line relationships (p < .001), environmental impacts (p < .001), power plant→environmental impact (p = .009), window design/light relationships, insulation, and several other element/relationship codes.
“Systems thinking (ST) is a foundational cognitive skillset to advance sustainability education but has not been well examined for learners prior to higher education. This case study research in rural middle schools in the Midwestern U.S. examines systems thinking outcomes of a place-based energy literacy unit focused on energy-efficient building design. The unit employs the science of energy-efficient, green buildings to illuminate the ways in which energy flows between natural and built environments… Growth from pre- to post-test was observed in both the identification of system elements and the linkages between elements.”
These researchers were not testing DSRP. The finding is theirs; the correspondence to DSRP is drawn by this site.