Causal inference and digital twins: a roadmap for the future of clinical trials.

Ruhrberg Estévez S, Peck R, McKinney E, Weatherall J, Bailey S, Rochon J, Anagnostopoulos C, Marquet P, Wood A, Best N, Amad H, Piskorz J, Kacprzyk K, Salama R, Gunther C, Frau F, Pugeat A, Hernandez R, van der Schaar M

Open source

DOI: 10.1038/s41746-026-02871-4
Published: 2026 Jun 23
Container: NPJ digital medicine
Publisher: Not recorded
Open access: yes

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Cite this work

BibTeX

@article{allodium:10.1038/s41746-026-02871-4,
  title = {Causal inference and digital twins: a roadmap for the future of clinical trials.},
  author = {Ruhrberg Estévez S and Peck R and McKinney E and Weatherall J and Bailey S and Rochon J and Anagnostopoulos C and Marquet P and Wood A and Best N and Amad H and Piskorz J and Kacprzyk K and Salama R and Gunther C and Frau F and Pugeat A and Hernandez R and van der Schaar M},
  year = {2026},
  journal = {NPJ digital medicine},
  doi = {10.1038/s41746-026-02871-4},
  url = {https://doi.org/10.1038/s41746-026-02871-4}
}

RIS

TY  - JOUR
TI  - Causal inference and digital twins: a roadmap for the future of clinical trials.
AU  - Ruhrberg Estévez S
AU  - Peck R
AU  - McKinney E
AU  - Weatherall J
AU  - Bailey S
AU  - Rochon J
AU  - Anagnostopoulos C
AU  - Marquet P
AU  - Wood A
AU  - Best N
AU  - Amad H
AU  - Piskorz J
AU  - Kacprzyk K
AU  - Salama R
AU  - Gunther C
AU  - Frau F
AU  - Pugeat A
AU  - Hernandez R
AU  - van der Schaar M
PY  - 2026
JO  - NPJ digital medicine
DO  - 10.1038/s41746-026-02871-4
UR  - https://doi.org/10.1038/s41746-026-02871-4
ER  -

APA

S, R. E., R, P., E, M., J, W., S, B., J, R., C, A., P, M., A, W., N, B., H, A., J, P., K, K., R, S., C, G., F, F., A, P., R, H., & M, V. D. S. (2026). Causal inference and digital twins: a roadmap for the future of clinical trials.. NPJ digital medicine. https://doi.org/10.1038/s41746-026-02871-4

Source records

pubmed · retrieved 2026-09-25T12:14:44.109Z