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Pseudo-observations in a multistate setting

Morten Overgaard (), Per Kragh Andersen () and Erik Thorlund Parner ()
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Morten Overgaard: Aarhus University
Per Kragh Andersen: University of Copenhagen
Erik Thorlund Parner: Aarhus University

Stata Journal, 2023, vol. 23, issue 2, 491-517

Abstract: Regression analyses of how state occupation probabilities or expected lengths of stay depend on covariates in multistate settings can be performed using the pseudo-observation method, which involves calculating jackknife pseudoobservations based on some estimator of the expected value of the outcome. In this article, we present a new command, stpmstate, that calculates such pseudoobservations based on the Aalen–Johansen estimator. We give examples of use of the command, and we conduct a small simulation study to offer insights into the pseudo-observation regression approach.

Keywords: stpmstate; multistate model; regression analysis; state occupation probability; length of stay; jackknife; pseudovalues; Aalen–Johansen estimator (search for similar items in EconPapers)
Date: 2023
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DOI: 10.1177/1536867X231175332

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