What question did this study set out to answer?

To evaluate the implications of high R² values in ecological resilience assessments.

March 15, 2026Open Access

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

To evaluate the implications of high R² values in ecological resilience assessments.
Reviewed literature on resilience measurement and interpretation of R² values.
Analyzed case studies demonstrating potential pitfalls of overconfidence in model predictions.
High R² values can lead to false confidence in ecological models.
Misinterpretation of statistical significance may occur, potentially skewing conservation efforts.

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.

Oleh Ivchenko

Odessa National Polytechnic University

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