Comparing decentralized machine learning and AI clinical models to local and centralized alternatives: a systematic review

José Miguel Diniz, Henrique Vasconcelos, Rita Rb-Silva, Carolina Ameijeiras-Rodriguez, Daniel Rodrigues, Pedro Ramos, António Tomás, Yu Gao, Júlio Souza, Alberto Freitas

Open source

DOI
10.1038/s41746-025-02329-z
Published
2026-02-14
Container
npj Digital Medicine
Publisher
Springer Science and Business Media LLC
Open access
unknown

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BibTeX

@article{allodium:10.1038/s41746-025-02329-z,
  title = {Comparing decentralized machine learning and AI clinical models to local and centralized alternatives: a systematic review},
  author = {José Miguel Diniz and Henrique Vasconcelos and Rita Rb-Silva and Carolina Ameijeiras-Rodriguez and Daniel Rodrigues and Pedro Ramos and António Tomás and Yu Gao and Júlio Souza and Alberto Freitas},
  year = {2026},
  journal = {npj Digital Medicine},
  doi = {10.1038/s41746-025-02329-z},
  url = {https://doi.org/10.1038/s41746-025-02329-z}
}

RIS

TY  - JOUR
TI  - Comparing decentralized machine learning and AI clinical models to local and centralized alternatives: a systematic review
AU  - José Miguel Diniz
AU  - Henrique Vasconcelos
AU  - Rita Rb-Silva
AU  - Carolina Ameijeiras-Rodriguez
AU  - Daniel Rodrigues
AU  - Pedro Ramos
AU  - António Tomás
AU  - Yu Gao
AU  - Júlio Souza
AU  - Alberto Freitas
PY  - 2026
JO  - npj Digital Medicine
DO  - 10.1038/s41746-025-02329-z
UR  - https://doi.org/10.1038/s41746-025-02329-z
ER  - 

APA

Diniz, J. M., Vasconcelos, H., Rb-Silva, R., Ameijeiras-Rodriguez, C., Rodrigues, D., Ramos, P., Tomás, A., Gao, Y., Souza, J., & Freitas, A. (2026). Comparing decentralized machine learning and AI clinical models to local and centralized alternatives: a systematic review. npj Digital Medicine. https://doi.org/10.1038/s41746-025-02329-z

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