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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

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2 results for “Levodopa”

Uncertainty-Aware Prediction of Parkinson's Disease Medication Needs: A Two-Stage Conformal Prediction Approachcs.LG

Develops a two-stage conformal prediction method for Parkinson's disease medication needs.

problem Heterogeneous disease progression and treatment response in Parkinson's Disease.

method Two-stage conformal prediction framework with statistical guarantees.

result Quantifies uncertainty in medication needs predictions, improving clinical trust and quality of life.

Parkinson's Disease Medication Needs Uncertainty-Aware Conformal Prediction Levodopa

2025-08-14abs ↗pdf ↗

CASCADE Conformal Prediction: Uncertainty-Adaptive Prediction Intervals for Two-Stage Clinical Decision Supportcs.LG

CASCADE improves uncertainty communication in Parkinson's disease medication management.

problem Uncertainty in clinical decision-making for Parkinson's disease patients.

method CASCADE uses a novel conformal prediction framework to adaptively scale prediction intervals based on classification uncertainty.

result CASCADE produces more efficient and robust prediction intervals for Parkinson's disease patients.

Parkinson's disease medication management uncertainty quantification conformal prediction clinical decision support

2026-05-19abs ↗pdf ↗