CASCADE maps Venn-Abers uncertainty from a screening classifier to non-conformity scores, producing 38.9% narrower intervals for confident cases while expanding them for uncertain ones in PD LEDD forecasting.
Zero-inflated models for adjusting varying exposures: a cautionary note on the pitfalls of using offset , volume =
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CASCADE Conformal Prediction: Uncertainty-Adaptive Prediction Intervals for Two-Stage Clinical Decision Support
CASCADE maps Venn-Abers uncertainty from a screening classifier to non-conformity scores, producing 38.9% narrower intervals for confident cases while expanding them for uncertain ones in PD LEDD forecasting.