Living Evidence Compendium

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.

What if the same structures that organize your thoughts also organize the world? Explore the hypothesis

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.

DS RP
DistinctionsSystemsRelationshipsPerspectives
Identity ↔ OtherPart ↔ Whole Action ↔ ReactionPoint ↔ 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?

Try a demonstration yourself Why is this convergent evidence compelling? See why independent convergence is one of science’s strongest forms of evidence.

independent opportunities for the theory to fail.

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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About this collection

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.

Cabrera, D., Cabrera, L., & Cabrera, E. A Literature Review of the Universal and Atomic Elements of Complex Cognition. Journal of Systems Thinking. · Cornell University & Cabrera Research Lab.

How to cite this collection

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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.

About this record

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.

How to cite the counterexamples and resolutions

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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.

Know of work that belongs here?

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.

 

DSRP Evidence

Agricultural cooperative membership and welfare of maize farmers in Ethiopia: Insights from panel data analysis

Details

Authors Abebayehu Girma Geffersa

Year 2024

Publisher Annals of Public and Cooperative Economics

Kind of work article

Discipline Economics

Secondary disciplines Agriculture & Food

Applied false

Read it at the publisher 10.1111/apce.12481

In authors' words

Abstract

The emergence of agricultural cooperatives is widely viewed as a potential institutional arrangement that can help achieve rural poverty reduction by improving farmers' welfare in developing countries. However, empirical evidence on the effect of cooperative membership on welfare and rural poverty in sub-Saharan Africa remains limited. This paper examines the effect of cooperative membership on the welfare and poverty levels of maize-farming households, using a comprehensive three-wave panel dataset from three major maize-producing regions in Ethiopia. The welfare effect of cooperative membership was estimated using a correlated random-effects regression with a control function to account for unobservable heterogeneity and the endogeneity of cooperative membership. The findings show that cooperative membership significantly increased maize yield and enhanced the welfare of maize farmers by improving household income, subsequently leading to reductions in the prevalence of income poverty and the poverty gap. Further analysis reveals that while cooperative membership is pro-poor in terms of its effect on maize yield, its effect on income and poverty tends to favour wealthier members with greater assets and extended landholdings. In this light, supporting poor and marginalized farmers with the resources needed would help improve the welfare gains from cooperative membership, thereby ensuring a more inclusive approach to poverty reduction.

What they set out to do (purpose)

To estimate the causal effect of agricultural-cooperative membership on smallholder household welfare and poverty among maize farmers, and to test whether that effect is distributionally pro-poor.

Who or what was studied (sample)

A three-wave household panel dataset of maize-farming households across three major maize-producing regions of Ethiopia.

How they did it (methods)

Correlated random-effects panel regression with a control-function approach to correct for unobserved heterogeneity and endogenous self-selection into cooperative membership, plus subgroup analysis by wealth and landholding.

What they found (results)

Cooperative membership significantly raised maize yields and household income and reduced income poverty and the poverty gap among Ethiopian maize farmers overall, but the income and poverty benefits were captured disproportionately by wealthier, larger-landholding member households rather than the poorest members.

Commentary

In short

An intermediate cooperative institution mediates the flow of economic benefit between the individual household and the larger market system, and the strength of that mediating relationship itself depends on the household's existing position within the system.

Patterns it shows S, R

Added 2026-09-22

How to cite this Abebayehu Girma Geffersa (2024). Agricultural cooperative membership and welfare of maize farmers in Ethiopia: Insights from panel data analysis. Annals of Public and Cooperative Economics.