Flexible parametric survival analysis with multiple timescales: Estimation and implementation using stmt
Hannah Bower (),
Therese M.-L. Andersson (),
Michael J. Crowther () and
Paul C. Lambert ()
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Hannah Bower: Department of Medicine Solna, Karolinska Institutet
Therese M.-L. Andersson: Karolinska Institutet
Michael J. Crowther: Karolinska Institutet
Paul C. Lambert: Department of Health Sciences, University of Leicester
Stata Journal, 2022, vol. 22, issue 3, 679-701
Abstract:
In this article, we describe methodology that allows for multiple timescales using flexible parametric survival models without the need for time splitting. When one fits flexible parametric survival models on the log-hazard scale, numerical integration is required in the log likelihood to fit the model. The use of numerical integration allows incorporation of arbitrary functions of time into the model and hence lends itself to the inclusion of multiple timescales in an appealing way. We describe and exemplify these methods and show how to use the command stmt, which implements these methods, alongside its postestimation commands.
Keywords: stmt; stmt postestimation; flexible parametric survival model; multiple timescales (search for similar items in EconPapers)
Date: 2022
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Persistent link: https://EconPapers.repec.org/RePEc:tsj:stataj:y:22:y:2022:i:3:p:679-701
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DOI: 10.1177/1536867X221124552
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