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Lobentanzer, S.* ; Rodriguez-Mier, P.* ; Bauer, S. ; Saez-Rodriguez, J.*

Molecular causality in the advent of foundation models.

Mol. Syst. Biol., DOI: 10.1038/s44320-024-00041-w (2024)
DOI PMC
Creative Commons Lizenzvertrag
Open Access Gold möglich sobald Verlagsversion bei der ZB eingereicht worden ist.
Correlation is not causation: this simple and uncontroversial statement has far-reaching implications. Defining and applying causality in biomedical research has posed significant challenges to the scientific community. In this perspective, we attempt to connect the partly disparate fields of systems biology, causal reasoning, and machine learning to inform future approaches in the field of systems biology and molecular medicine.
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Publikationstyp Artikel: Journalartikel
Dokumenttyp Review
Korrespondenzautor
Schlagwörter Causality ; Foundation Models ; Inductive Bias ; Latent Spaces ; Systems Biology; Signaling Pathway; Vemurafenib; Statistics; Biology
ISSN (print) / ISBN 1744-4292
e-ISSN 1744-4292
Zeitschrift Molecular Systems Biology
Verlag EMBO Press
Verlagsort Campus, 4 Crinan St, London, N1 9xw, England
Nichtpatentliteratur Publikationen
Begutachtungsstatus Peer reviewed
Institut(e) Helmholtz Artifical Intelligence Cooperation Unit (HAICU)
Förderungen Heidelberg University
European Union