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Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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Humility as a Control Variable in Strict Societies: A Mathematical Theory of Success Index Including Generative AI Effects

Authors: Ueda, Takashi;

Humility as a Control Variable in Strict Societies: A Mathematical Theory of Success Index Including Generative AI Effects

Abstract

In strict and competitive societies, success is not determined solely by ability or effort, but by their relationship to social expectations. This paper introduces a unified mathe- matical framework for the success index Q, emphasizing the role of self-expectation control (humility). We show that humility acts as a structural lowering mechanism of success thresh- olds. The theory is extended to generative AI usage, including free and paid models, where miscalibrated self-expectation can negate technological advantages.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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