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.
Try a different term or clear the filters.
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.
Élise Beaudin, Emanuele Di Lorenzo, Mara A. Freilich, Arthur J. Miller, 2026, Journal of Physical Oceanography — Oceanography
Patterns: Systems, Relationships
The finding shows that the offshore ecosystem's nutrient supply depends on relationships between atmospheric forcing and multiple transport pathways, and that the whole transport system can reorganize which pathway dominates in order to preserve its function under stress.
During the 2013-2019 marine heatwave period, transport along the mean gyre circulation declined significantly, but offshore nutrient export via mesoscale eddies persisted and even intensified during El Niño events, indicating that reorganization among transport pathways acts as a resilience mechanism for ecosystem nutrient supply.
To examine how the pathways by which nutrient-rich coastal waters are exported into the offshore Gulf of Alaska subpolar gyre vary over three decades, especially during recent prolonged marine heatwaves.
The Alaska subpolar gyre is a high-nutrient, low-chlorophyll system in which offshore productivity depends on exchange with iron- and macronutrient-rich coastal waters. Mesoscale eddies are the primary mechanism for export of nutrient-rich coastal waters offshore, and their formation is strongly linked to large-scale atmospheric forcing associated with the Aleutian Low (AL), which seasonally modulates regional wind stress, circulation, and eddy generation. Recent marine heatwaves, including the 2013–14 Blob, the 2015–16 El Niño, and the 2019 Alaska heatwave, were associated with distinct climate anomalies that altered atmospheric circulation and modulated the AL, raising questions about how coastal export responds to prolonged climate extremes. Here, we examine variability in Gulf of Alaska coastal transport pathways over 1993–2025, using Lagrangian particle tracking in a high-resolution ocean reanalysis product. We identify three dominant pathways: transport along the mean gyre circulation, offshore export via mesoscale eddies, and coastal retention. Variability in these pathways is primarily linked to atmospheric sea level pressure, local wind stress and wind stress curl, and eddy kinetic energy. Despite weakened circulation and reduced eddy formation during the prolonged marine heatwave conditions between 2013 and 2019, offshore export through the eddy pathway persisted and even periodically intensified during El Niño events. In contrast, transport along the mean gyre circulation declined significantly. These findings suggest that the reorganization of ocean transport pathways can act as a dynamic resilience mechanism for ecosystem response during such extreme conditions.
These researchers were not testing DSRP. The finding is theirs; the correspondence to DSRP is drawn by this site.