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 Çakar Özkan, Esra; Kiymik, Gülşah
Year 2026
Publisher Systems
Kind of work article
Discipline Education
Reading level technical
Kind of engagement scholarly
Read it at the publisher 10.3390/systems14081001
Micro-credentials are reshaping higher education credentialing, yet existing models mostly link their components through one-way causality, while systems thinking pedagogy has developed largely around STEM and sustainability rather than higher education policy itself. This conceptual paper reframes the micro-credential ecosystem as a complex adaptive system governed by feedback loops, addressing both gaps at once. Following theory synthesis and model-building approaches and Sterman's system dynamics modeling steps, a four-stage process integrates system dynamics, institutional theory, signaling theory, and adult learning theories. The study yields four testable propositions and one balancing loop, formalized in a single integrated causal loop diagram with defined polarities and delays: the bidirectional need-program link (P1), certification-design feedback (P2), demand-standardization network effect (P3), an ecosystem-level reinforcing loop (P4), and credential inflation as a balancing loop (B1). The coupling of the reinforcing and balancing loops frames credential inflation as a transferable sub-form of the Overshoot and Collapse archetype. The core loop is operationalized as a stock-flow structure, a three-level moderator architecture links the model to variable-based designs, and the framework maps onto SDGs 4, 8, and 10. Analysis of Meadows's leverage points and a step-by-step design guide translate the model into policy and curriculum practice and into a teaching case for systems thinking.
Reframes the micro-credential ecosystem in higher education as a complex adaptive system governed by feedback loops, and builds a conceptual model of it.
Four testable propositions and one balancing loop, formalized in a single causal loop diagram with polarities and delays, with credential inflation framed as a transferable sub-form of the Overshoot and Collapse archetype. The model is operationalized as a stock-flow structure and mapped onto SDGs 4, 8, and 10, with Meadows's leverage points used to translate it into policy and curriculum guidance.
DSRP appears in Section 3.6 surveying frameworks in systems thinking education, where the authors write that "Cabrera, Colosi, and Lobdell define systems thinking through four core cognitive competencies: making distinctions, recognizing systems, identifying relationships, and taking perspectives." The paper's own machinery is Sterman's system dynamics, causal loop diagrams, and Meadows's leverage points; nothing in the model is built on DSRP. DSRP listed among the field's named frameworks in a 2026 higher-education policy paper.
Authors are at the Department of Curriculum and Instruction, Faculty of Education, Burdur Mehmet Akif Ersoy University, Turkiye. Keywords: micro-credentials; systems thinking; complex adaptive systems; higher education; adult learning; lifelong learning; sustainable development goals. Method: theory synthesis and model-building following Sterman's system dynamics modeling steps, integrating system dynamics, institutional theory, signaling theory, and adult learning theories across four stages.
Models the micro-credential ecosystem as a complex adaptive system with causal loops and testable propositions. DSRP appears in the survey of systems thinking education frameworks rather than in the model itself, so the engagement is a citation of the definition.
Patterns it shows D, S, R, P
Added 2026-09-10
How to cite this Çakar Özkan, Esra; Kiymik, Gülşah (2026). Systems Thinking in Higher Education: A Conceptual Model of the Micro-Credentials Ecosystem. Systems.