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Author

Timothy Chambers

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Open access Sep 2026

A machine learning approach to estimating nitrate-nitrogen concentrations in shallow groundwater across New Zealand.

Nitrate contamination of shallow groundwater is a concern for drinking water safety and ecosystem health globally, yet national-scale prediction techniques remain limited. Here, we describe the development and evaluation of an ensemble machine learning framework to estimate median nitrate (NO3-N) concentrations in shal...

Isaac Bain, C. Daughney, Simon Hales et al. · 1 citation

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