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.
Calko, Sheila A., 2024, University of Dayton — Education
Patterns: Distinctions, Systems, Relationships, Perspectives
Our reading: DSRP sits in the interview protocol of a doctoral study rather than in its bibliography, which is a real if modest use – someone chose it as the reflective scaffold for how participants were asked to think. The evidence is thin on its own terms: four participants, one state, and the single published sentence about DSRP does not say which Patterns the questions drew on or how the reflection was structured. Worth a row as instrumentation, not as a finding about DSRP.
Four assistant principals were interviewed, two in follow-up. Emergent themes were relationship building, role clarity, communication, and career mobility factors. The participating APs recommended intentional support and targeted training, high-quality mentoring, better one-on-one meeting practice, and coaching fidelity through the Ohio Principal Evaluation System. Findings produced an action plan for onboarding, communications, and mentoring.
A critical participatory action research study of why Ohio assistant principals leave or stay, built to inform principal pipeline programs. DSRP is built into the data-collection instrument: the interview questions "encouraged interviewees to employ a systems thinking approach and DSRP metacognitive process to reflect."
Ed.D. dissertation, University of Dayton, published through ProQuest LLC. ISBN 979-8-3826-0843-3, 141 pages. ERIC accession ED658033. Method: purposive stratified/cell sampling of APs who had made lateral moves between Ohio districts; semi-structured interviews; critical constructivist grounded theory with initial and focused coding, memoing, and participant input.
Many school districts in the United States struggle to retain assistant principals (APs), thus losing the opportunity to prepare and promote quality internal candidates for the principalship. The purpose of the critical participatory action research study was to add to the limited research on AP experiences and how to support their professional development in a way that successfully leads APs to the principalship. The research aimed to add qualitative data from APs employed in public school districts in Ohio to provide much-needed insight into how to better retain school administrators and create an internal candidate pool of highly qualified school principals. The research questions centered around providing insights into AP on-the-job socialization and experiences that impacted their career path decisions and gathered their recommendations for school districts when creating a principal pipeline program or other intentional supportive professional development opportunities for APs. Purposive, stratified/cell sampling was used to collect data from homogeneous participants who share a geographic location (state) and the same biographical background of making lateral career moves as APs of one school district to another, but are considered representative of various demographic groups. The APs shared their experiences through semi-structured interviews and made recommendations for how school districts could better support APs and prepare them for a future principalship. The questions encouraged interviewees to employ a systems thinking approach and DSRP metacognitive process to reflect. A critical constructivist grounded theory methodology analyzed iteratively collected data through initial and focused coding, memoing, and participant input to uncover common themes. Four APs were interviewed; two participated in follow-up interviews offering recommendations. Emergent themes included relationship building, role clarity, communication, and career mobility factors. The two participating APs recommended: 1) intentional support and targeted training, 2) high-quality mentoring programs, 3) best practices for one-on-one meetings, and 4) coaching fidelity using the Ohio Principal Evaluation System (OPES). Findings led to an action plan improving onboarding, communications, and mentoring to enhance relationship building and role clarity, thereby increasing job satisfaction and retention.
These researchers were not testing DSRP. The finding is theirs; the correspondence to DSRP is drawn by this site.