Development of a federated learning approach to predict acute kidney injury in adult hospitalized patients with COVID-19 in New York City.

Link: https://doi.org/10.1101/2021.07.25.21261105 Authors: Jaladanki, Suraj K; Vaid, Akhil; Sawant, Ashwin S; Xu, Jie; Shah, Kush; Dellepiane, Sergio; Paranjpe, Ishan; Chan, Lili; Kovatch, Patricia; Charney, Alexander W; Wang, Fei; Glicksberg, Benjamin S; Singh, Karandeep; Nadkarni, Girish N Abstract: Federated learning is a technique for training predictive models without sharing patient-level data, thus maintaining data security while…

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Performance of crisis standards of care guidelines in a cohort of critically ill COVID-19 patients in the United States.

Link: https://doi.org/10.1016/j.xcrm.2021.100376 Authors: Jezmir, Julia L; Bharadwaj, Maheetha; Chaitoff, Alexander; Diephuis, Bradford; Crowley, Conor P; Kishore, Sandeep P; Goralnick, Eric; Merriam, Louis T; Milliken, Aimee; Rhee, Chanu; Sadovnikoff, Nicholas; Shah, Sejal B; Gupta, Shruti; Leaf, David E; Feldman, William B; Kim, Edy Y; , Abstract: Many US states published crisis standards of care (CSC) guidelines…

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Non-invasive ventilation versus mechanical ventilation in hypoxemic patients with COVID-19.

Link: https://doi.org/10.1007/s15010-021-01633-6 Authors: Forrest, Iain S; Jaladanki, Suraj K; Paranjpe, Ishan; Glicksberg, Benjamin S; Nadkarni, Girish N; Do, Ron Abstract: Limited mechanical ventilators (MV) during the Coronavirus disease (COVID-19) pandemic have led to the use of non-invasive ventilation (NIV) in hypoxemic patients, which has not been studied well. We aimed to assess the association of…

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Predictive Approaches for Acute Dialysis Requirement and Death in COVID-19.

Link: https://doi.org/10.2215/CJN.17311120 Authors: Vaid, Akhil; Chan, Lili; Chaudhary, Kumardeep; Jaladanki, Suraj K; Paranjpe, Ishan; Russak, Adam; Kia, Arash; Timsina, Prem; Levin, Matthew A; He, John Cijiang; Böttinger, Erwin P; Charney, Alexander W; Fayad, Zahi A; Coca, Steven G; Glicksberg, Benjamin S; Nadkarni, Girish N; , Abstract: AKI treated with dialysis initiation is a common complication…

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Identification of Distinct Clinical Subphenotypes in Critically Ill Patients With COVID-19.

Link: https://doi.org/S0012-3692(21)00874-6 Authors: Vasquez, Charles R; Gupta, Shruti; Miano, Todd A; Roche, Meaghan; Hsu, Jesse; Yang, Wei; Holena, Daniel N; Reilly, John P; Schrauben, Sarah J; Leaf, David E; Shashaty, Michael G S; , Abstract: Subphenotypes have been identified in patients with sepsis and ARDS and are associated with different outcomes and responses to therapies.…

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