[DSRP Evidence](https://dsrpevidence.org/)

# The structure of thought and reality

empirical evidence for the three universal laws linking mind, matter, and meaning

## Details

**Authors** Cabrera D, Cabrera L

**Year** 2025

**Publisher** Journal of Systems Thinking

**Kind of work** article

**Reading level** technical

[Read it at the publisher](https://doi.org/10.54120/jost.v25i1.dc6smio6) 
10.54120/jost.v25i1.dc6smio6

## In authors' words

### Abstract

A controlled test of whether understanding depends multiplicatively on information and its organization. Nine domain×architecture combinations were run: breast cancer data, handwritten digits and film reviews, each through a decision tree, a logistic regression and a neural network. Information was varied by feature count and organization by an architecture-specific structural-complexity parameter, normalized to [0,1]. The success criterion was fixed before results were known and is external to the instrument: the patient either had cancer or did not.

### What they found (results)

A significant I×O interaction in every domain (p < .001). The product-only model reached a mean adjusted R² of ≈ .72 against ≈ .75 for the full additive-plus-interaction model, using roughly a third of the parameters. Performance collapsed to chance whenever either term approached zero.

## Commentary

### In short

The onto-epistemic bridge — empirical evidence that the same laws organize mind and matter.

### Response

The primary empirical test of 𝕄 = I·O. The case for the multiplicative form rests on parsimony under AIC and BIC, not on out-fitting the additive model, which fits marginally better. These are computational systems rather than human subjects.

## Questions it bears on

- Q1. [What is thinking (T)?](https://dsrpevidence.org/question/what-thinking)
- Q3. [Does this organization (O) exist in the mind, and in what minds produce?](https://dsrpevidence.org/question/completeness-mind)
- Q4. [Does this organization (O) exist in reality?](https://dsrpevidence.org/question/completeness-reality)
- Q6. [Does the organization (O) constrain anything, and does it predict anything?](https://dsrpevidence.org/question/forbids-anything)
- Q7. [How do mental models become better aligned with reality over time?](https://dsrpevidence.org/question/love-reality-loop)
- Q8. [Do information (I) and organization (O) combine multiplicatively?](https://dsrpevidence.org/question/multiplicative-form)
- Q10. [What is an adaptive organization?](https://dsrpevidence.org/question/adaptive-organization)
- Q11. [What are perception and attention?](https://dsrpevidence.org/question/perception-attention)
- Q12. [What is memory?](https://dsrpevidence.org/question/memory)
- Q13. [What is context (C)?](https://dsrpevidence.org/question/context)
- Q14. [What is emotion (Em)?](https://dsrpevidence.org/question/emotion)
- Q15. [What is action (B)?](https://dsrpevidence.org/question/action)
- Q16. [What is learning (L)?](https://dsrpevidence.org/question/learning)
- Q17. [What is transfer (T)?](https://dsrpevidence.org/question/transfer)
- Q18. [What is culture ($\mathbb{C}$), and where does it live?](https://dsrpevidence.org/question/culture)
- Q19. [What is emergence (E)?](https://dsrpevidence.org/question/emergence)
- Q20. [What is a question (Q)?](https://dsrpevidence.org/question/question)
- Q21. [What is bias (B)?](https://dsrpevidence.org/question/bias)
- Q22. [What is mental fitness (F)?](https://dsrpevidence.org/question/mental-fitness)

**How to cite this** Cabrera D, Cabrera L (2025). The structure of thought and reality: empirical evidence for the three universal laws linking mind, matter, and meaning. Journal of Systems Thinking.