Andrew T. Karl

Degrees‐of‐Freedom Approximations for Conditional‐Mean Inference in Random‐Lot Stability Analysis

ABSTRACT Linear mixed models are widely used for pharmaceutical stability trending when sufficient lots are available. Expiry support is often based on whether lot‐specific conditional‐mean confidence limits remain within specification through a proposed expiry, and these limits...