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Kiersten Monahan

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#machine learning Preprint Aug 2026

Quantifying Protocol-Induced Uncertainty in Comparative Predictive-Model Evaluation: Evidence from Large-Scale Daily PM10 Forecasting

A framework that compares ranking displacement caused by switching protocols with displacement produced by conventional choices within a fixed protocol is introduced and recommended to report ranking stability under a small set of defensible intraprotocol perturbations alongside claims of model superiority.

R. D. da Silva, Kiersten Monahan · 0 citations

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