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 Steinhall N, McPettit R, Bond J, Parks M, Khan M, Sharfarz D, Cabrera L, Cabrera D
Year 2024
Publisher Journal of Systems Thinking 4(1):1-69
Kind of work article
Read it at the publisher 10.54120/jost.000053
“Wicked problems” are often thought of as a situation that should not exist or an inescapable consequence of complex systems. This paper argues for a paradigm shift in instead understanding wicked problems as feedback from the system (i.e., the real world), resulting from a misalignment between our mental model of the system and the system itself, rather than inevitable outcomes of complex systems. Through a systems literature review (SLR) on effective policy and two surveys sampling the US population in order to understand how people are thinking about today’s biggest crises, this paper explores the prevalence of this traditional approach to problem solving. Essentially, wicked problems are the real-world system informing us that our mental model is flawed. When confronted with wicked problems involving webs of causality (as all wicked problems do), people often fail to recognize the needed solutions as a corollary web of actions, instead emphasizing linear causal relationships, or “root causes.” This problem-solving approach has significant consequences, as it overlooks the symmetry between the web of causality generating the problems and the web of solutions that would remedy them. This oversight leads to the implementation of partial solutions divorced from the dynamacy of interaction effects, which in turn leads policy and decision makers to conclude that critical parts of a web of solutions have been ineffective, and thus excluding them from future interventions. This is especially relevant for influential policy makers, planners, and decision makers. However, changing this mindset is in itself a wicked problem. The traditional approach to problems and systems is ineffective, necessitating a more systemic approach to policy. Our statistically significant findings confirm the prevalence of the traditional approach, prompting the recommendation for a more holistic education in critical analysis and systems thinking to address the web of causes that produce “wicked problems.” This is particularly critical for individuals being trained for careers in policy and planning.
People meet webs of causality with linear root causes — a measured mismatch between the structure of the problem and the structure of the model brought to it.
The empirical arm of the Love–Reality Loop. Wicked problems are treated here as feedback from the system telling us the mental model is wrong, which makes misalignment observable rather than merely posited.
Patterns it shows R
How to cite this Steinhall N, McPettit R, Bond J, Parks M, Khan M, Sharfarz D, Cabrera L, Cabrera D (2024). Wicked Solutions for Wicked Problems. Journal of Systems Thinking 4(1):1-69.