Concepedia

Outcome prediction during an ICU surge using a purely data-driven approach: A supervised machine learning case-study in critically ill patients from COVID-19 Lombardy outbreak

Massimiliano Greco, Giovanni Angelotti, Pier Francesco Caruso, Alberto Zanella, Niccolò Stomeo, Elena Costantini, Alessandro Protti, Giacomo Grasselli, Maurizio Cecconi

International Journal of Medical Informatics · 2022 · 13 citations · 24 references

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24

Scikit-learn: Machine Learning in Python

Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.3K citations · Full text

Epidemiological and clinical characteristics of 99 cases of 2019 novel coronavirus pneumonia in Wuhan, China: a descriptive study

Nanshan Chen, Min Zhou, Xuan Dong et al. · The Lancet · 2020 · 22.5K citations · Full text

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Global, regional, and national burden of chronic kidney disease, 1990–2017: a systematic analysis for the Global Burden of Disease Study 2017

Boris Bikbov, Caroline Purcell, Andrew S. Levey et al. · The Lancet · 2020 · 6.2K citations · Full text

Baseline Characteristics and Outcomes of 1591 Patients Infected With SARS-CoV-2 Admitted to ICUs of the Lombardy Region, Italy

Giacomo Grasselli, Alberto Zangrillo, Alberto Zanella et al. · JAMA · 2020 · 5.8K citations · Full text

Characteristics and Outcomes of 21 Critically Ill Patients With COVID-19 in Washington State

Matthew Arentz, Eric Yim, Lindy S. Klaff et al. · JAMA · 2020 · 2.4K citations · Full text