An automated retrospective VAE-surveillance tool for future quality improvement studies

Autor: Oliver Wolffers, Martin Faltys, Janos Thomann, Stephan M. Jakob, Jonas Marschall, Tobias M. Merz, Rami Sommerstein

Publikováno v: Scientific Reports, Vol 11, Iss 1, Pp 1-7 (2021)

Abstract Ventilator-associated pneumonia (VAP) is a frequent complication of mechanical ventilation and is associated with substantial morbidity and mortality. Accurate diagnosis of VAP relies in part on subjective diagnostic criteria. Surveillance a

Externí odkaz: https://doaj.org/article/53f7e860157e4d5c8d89e56ac6334707

Systematic Review and Comparison of Publicly Available ICU Data Sets-A Decision Guide for Clinicians and Data Scientists

Autor: Christopher M. Sauer, Tariq A. Dam, Leo A. Celi, Martin Faltys, Miguel A. A. de la Hoz, Lasith Adhikari, Kirsten A. Ziesemer, Armand Girbes, Patrick J. Thoral, Paul Elbers

Publikováno v: Sauer, C M, Dam, T A, Celi, L A, Faltys, M, de la Hoz, M A A, Adhikari, L, Ziesemer, K A, Girbes, A, Thoral, P J & Elbers, P 2022, ' Systematic Review and Comparison of Publicly Available ICU Data Sets-A Decision Guide for Clinicians and Data Scientists ', Critical Care Medicine, vol. 50, no. 6, pp. E581-E588 . https://doi.org/10.1097/CCM.0000000000005517
Crit Care Med
Sauer, Christopher M; Dam, Tariq A; Celi, Leo A; Faltys, Martin; de la Hoz, Miguel A A; Adhikari, Lasith; Ziesemer, Kirsten A; Girbes, Armand; Thoral, Patrick J; Elbers, Paul (2022). Systematic Review and Comparison of Publicly Available ICU Data Sets-A Decision Guide for Clinicians and Data Scientists. Critical care medicine, 50(6), e581-e588. Wolters Kluwer Health 10.1097/CCM.0000000000005517

OBJECTIVE As data science and artificial intelligence continue to rapidly gain traction, the publication of freely available ICU datasets has become invaluable to propel data-driven clinical research. In this guide for clinicians and researchers, we

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::72f56e1503a68526b376c3bfb7160657
https://research.vumc.nl/en/publications/6abe6763-59fd-40c3-8947-5832129b06ba

T-DPSOM

Autor: Matthias Hüser, Julia E. Vogt, Gunnar Rätsch, Laura Manduchi, Vincent Fortuin, Martin Faltys

Publikováno v: CHIL

Generating interpretable visualizations of multivariate time series in the intensive care unit is of great practical importance. Clinicians seek to condense complex clinical observations into intuitively understandable critical illness patterns, like

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::03e0e9a8dc3479ce0fc02de41e0a8a25
https://doi.org/10.1145/3450439.3451872

Early prediction of circulatory failure in the intensive care unit using machine learning

Autor: Stephanie L, Hyland, Martin, Faltys, Matthias, Hüser, Xinrui, Lyu, Thomas, Gumbsch, Cristóbal, Esteban, Christian, Bock, Max, Horn, Michael, Moor, Bastian, Rieck, Marc, Zimmermann, Dean, Bodenham, Karsten, Borgwardt, Gunnar, Rätsch, Tobias M, Merz

Publikováno v: Nature medicine. 26(3)

Intensive-care clinicians are presented with large quantities of measurements from multiple monitoring systems. The limited ability of humans to process complex information hinders early recognition of patient deterioration, and high numbers of monit

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=pmid________::0419a8dfb798950b092d1ff573b0092a
https://pubmed.ncbi.nlm.nih.gov/32152583