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Open access Oct 2026

Interpretable Machine Learning Reveals Global Nonlinear Responses of Soil Respiration to Climate

Soil respiration ( R s ) is a major component of the global carbon cycle, yet its responses to environmental drivers remain poorly constrained. Using 8,111 observations and a SHAP‐interpreted Random Forest model, we identified global response patterns for key environmental drivers of R s . Temperature contrib...

Benjamin Laffitte, Zhi-Han Yang, Tao Zhou et al. · 0 citations

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