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Variable selection for clinical prediction models in low-dimensional data - a simulation study comparing traditional regression and machine learning methods

Crossref DOI link: https://doi.org/10.1186/s12874-026-02930-0

Published Online: 2026-07-07

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Vey, Johannes A. https://orcid.org/0000-0002-2610-9667
Heinze, Georg https://orcid.org/0000-0003-1147-8491
Kieser, Meinhard
Funding

Funding for this research was provided by:

Medizinische Fakultät Heidelberg der Universität Heidelberg
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Text and Data Mining valid from 2026-07-07

Version of Record valid from 2026-07-07
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Article History

Received: 27 August 2025

Accepted: 18 June 2026

First Online: 7 July 2026

Declarations

:

: Not applicable.

: Not applicable.

: The authors declare no competing interests.

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