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Review: EcoAI-Resilience — When R² = 0.99 Should Make You Nervous, Not Confident | Synapse

March 15, 20260 citationsOpen Access

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Review: EcoAI-Resilience — When R² = 0.99 Should Make You Nervous, Not Confident

OIOleh IvchenkoOdessa National Polytechnic University

Key Points

To discuss the implications of high R² values in models related to EcoAI-Resilience.
Literature review on EcoAI-Resilience
Analysis of R² value significance
Critical evaluation of AI confidence metrics
High R² values can mislead confidence in environmental resilience models
Suggests potential overfitting in artificial intelligence applications

Abstract

Research article: Review: EcoAI-Resilience — When R² = 0.99 Should Make You Nervous, Not Confident

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Oleh Ivchenko (Fri,) studied this question.

synapsesocial.com/papers/69b5ff8083145bc643d1c1d4 https://doi.org/https://doi.org/10.5281/zenodo.18998541

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