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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
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Other literature type . 2026
License: CC BY
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Research . 2026
License: CC BY
Data sources: Datacite
ZENODO
Research . 2026
License: CC BY
Data sources: Datacite
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On Φ: A Scalar Efficiency Metric and Its Mathematical Propertie

Authors: Sayapov, Iskander;

On Φ: A Scalar Efficiency Metric and Its Mathematical Propertie

Abstract

This work introduces Φ, a scalar efficiency metric defined over successive states of a process or trajectory. Φ captures signed improvement relative to magnitude and enables rigorous comparison between progress and stagnation without prescribing any algorithmic or procedural interpretation. We formalize basic properties of Φ, derive related aggregates, and establish bounds under minimal assumptions. This paper is intentionally limited to mathematical definitions and identities. It makes no claims regarding control logic, decision procedures, optimization strategies, or system architectures. The purpose of this publication is to establish prior art for the mathematical formulation of Φ and its properties.

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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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