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Identification of physiological clusters in acute hypoxemic respiratory failure patients undergoing non-invasive respiratory support using EIT-based t-SNE and spectral clustering

Crossref DOI link: https://doi.org/10.1186/s40635-026-00912-6

Published Online: 2026-05-28

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

Authors

Scaramuzzo, Gaetano https://orcid.org/0000-0001-9739-4082
Bellini, Valentina

Trevisani, Matteo

Cinquegrana, Francesca

Bonanni, Marta

Ciniero, Marta

Riccardo, Matteo

Ferrara, Pierluigi

Trentini, Alessandro

Bellini, Tiziana

Tini, Giulia

Uboldi, Sara

Azzolina, Danila

Spadaro, Savino

Volta, Carlo Alberto

Bignami, Elena Giovanna
Funding

Funding for this research was provided by:

Ministero dell'Università e della Ricerca (CUP F53D23006800006)

Ministero dell'Università e della Ricerca (project: 2022SCN8C9)
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Text and Data Mining valid from 2026-05-28

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Article History

Received: 20 January 2026

Accepted: 8 May 2026

First Online: 28 May 2026

Declarations

:

: The study was approved by the Ethical Committee of Area Vasta Centro on the 14/09/2023 with the code CE‐AVEC 598‐2023‐Oss‐AOUFe.

: Consent for publication was collected from all patients according to local regulations.

: GT and SU are employed by Intellico srl, Milan. All the other authors declare no conflicts of interests related to the current work.

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