Related Experiment Video
Updated: May 5, 2026

Characterization of Complex Systems Using the Design of Experiments Approach: Transient Protein Expression in Tobacco as a Case Study
Published on: January 31, 2014
Intrinsic Cause-Effect Power: The Tradeoff Between Differentiation and Specification.
William G P Mayner1, William Marshall2, Giulio Tononi1
1Department of Psychiatry, University of Wisconsin-Madison, Madison, WI 53719, USA.
Integrated information theory (IIT) defines consciousness through cause-effect power. This study shows that intrinsic existence requires both maximal specification and differentiation of states, crucial for consciousness.
Area of Science:
- Cognitive Science
- Neuroscience
- Philosophy of Mind
Background:
- Integrated Information Theory (IIT) posits consciousness arises from a system's cause-effect power.
- IIT characterizes consciousness by properties like intrinsic, specific, unitary, definite, and structured experiences.
- Operationalizing IIT requires assessing substrate units' cause-effect power intrinsically and specifically.
Purpose of the Study:
- To address IIT's operational requirements for the intrinsic existence of consciousness.
- To develop measures for assessing the intrinsic availability (specification) and specificity (differentiation) of cause-effect repertoires in substrate units.
- To explore the relationship between specification, differentiation, and integrated information.
Main Methods:
- Formalizing IIT's requirements for cause-effect power in substrate units.
- Introducing 'intrinsic difference from maximal specification' to quantify the repertoire of cause-effect states.
- Illustrating concepts with simple micro-unit systems and discussing implications for macro-units and neural systems.
Main Results:
- Requirement (i) for intrinsic existence is assessed by intrinsic difference from maximal specification.
- Requirement (ii) for specific cause-effect power is assessed by intrinsic difference from maximal differentiation.
- A tradeoff between differentiation and specification is identified as necessary for intrinsic existence.
Conclusions:
- Intrinsic existence, a prerequisite for consciousness in IIT, depends on both maximal specification and differentiation.
- These measures provide a quantitative framework for assessing consciousness according to IIT.
- The findings have implications for understanding consciousness in neural systems and other complex systems.
Related Concept Videos
Criteria for Causality: Bradford Hill Criteria - II
Implicit Differentiation: Problem Solving
Theory of Attribution II: Kelley's Covariation Theory
Criteria for Causality: Bradford Hill Criteria - I
Incentive Theory: Pull Theory of Motivation
The theory differentiates between...
Limits to Natural Selection

