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Xulong Wang

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#machine learning Preprint Aug 2026

Accurate prediction is not profitable advice: profit-based evaluation of machine learning nitrogen recommendations in winter wheat

This work builds a test bench on 892 yield response curves from two long running UK experiments, and sweeps the nitrogen to grain price ratio to cover all price scenarios, finding that machine learning fails as a predictor and pays as a profit scored correction to standard advice.

Xulong Wang, Populasi Yang · 0 citations