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Survival data collected from a prevalent cohort are subject to left truncation and the analysis is challenging. Conditional approaches for left‐truncated data could be inefficient as they ignore the information in the marginal likelihood of the truncation times. Length‐biased sampling methods may improve the estimation efficiency but only when the underlying truncation time is uniform; otherwise,...
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