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March 15, 2026Open Access

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

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Authors

OIOleh Ivchenko

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Overview

Review highlights the need for caution with high R² values in resilience modeling, suggesting a reassessment of AI applications.

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

Cite This Study

Oleh Ivchenko (2026) studied this question.

synapsesocial.com/papers/69b5ff8083145bc643d1c1d4https://doi.org/10.5281/zenodo.18998541
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