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S. R. Alve

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Preprint Aug 2026

Beyond Participant-Level Cross-Validation: Reliable Inference for Longitudinal Machine Learning

A participant-level estimand is defined and an analysis-matched null is obtained by permuting participant labels and rerunning that entire workflow, and every step that reads labels belongs inside the permuted analysis.

S. R. Alve · 0 citations