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 E. Y. Ganshina, Yu. A. Krupnov
Year 2026
Publisher Voprosy Ekonomiki
Kind of work article
Discipline Economics
Secondary disciplines Geography
Read it at the publisher 10.32609/0042-8736-2026-9-75-91
This article examines the network architecture of the national economic system in order to develop and test an integrated approach to measuring regional connectivity. The relevance of the study is driven by the increasing role of domestic interregional linkages under conditions of geo-economic transformation, sanctions pressure, and the need to enhance the resilience of Russia's spatial economic organization. The methodological framework combines spatial analysis, composite index construction, logarithmic rank-size distribution, cartographic visualization, and a network-based interpretation of regional structure. The empirical basis of the study covers data for 85 constituent entities of the Russian Federation. At the first stage, an index of economic connectivity is calculated by aggregating the production, market, transport-mobility, and network-innovation characteristics of regions. At the second stage, a matrix of interregional distances is constructed for administrative centers of the constituent entities of the Russian Federation. At the third stage, the two dimensions are combined into a composite index that makes it possible to evaluate a region's position within the country's spatial economic system. The findings show that the spatial organization of the Russian economy is characterized by a pronounced hierarchical structure and persistent center—periphery polarization. In comparison with the United States and China, the Russian model displays a higher degree of monocentricity, lower infrastructural redundancy, and a trunk-line organization of its eastern segment. The proposed index can be used as a public policy tool for diagnosing spatial disproportions, prioritizing infrastructure and logistics investment, and reducing vulnerability to sanctions. The scholarly contribution of the study lies in integrating the economic and spatial dimensions of connectivity into a single analytical model and in interpreting Russia's regional structure as a multilayered hierarchical network.
To develop and test an integrated approach for measuring regional economic connectivity within Russia's national spatial economic system and to characterize its network architecture.
85 constituent entities (regions) of the Russian Federation.
A composite connectivity index combining production, market, transport-mobility, and network-innovation measures, merged with an interregional distance matrix and analyzed through spatial analysis, rank-size distribution, cartographic visualization, and network-based interpretation.
Russia's spatial economic system showed a pronounced hierarchical structure and persistent center-periphery polarization, with greater monocentricity, lower infrastructural redundancy, and a trunk-line organization of its eastern segment compared with the United States and China.
The finding combines a systems (S) structure, in which regions form a multilayered hierarchical network composing the national economy, a relationships (R) structure, in which interregional connectivity determines each region's position in that system, and a distinctions (D) structure, in which the system resolves into a persistent center-versus-periphery categorical divide.
Patterns it shows D, S, R
Added 2026-09-17
How to cite this E. Y. Ganshina, Yu. A. Krupnov (2026). Connectivity as a Structural Characteristic of the Russian Spatial Economic System: An Application of Complex Network Theory. Voprosy Ekonomiki.