Development and validation of machine learning models to identify high-risk surgical patients using automatically curated electronic health record data (Pythia): A retrospective, s... by Kristin M Corey, Sehj Kashyap, Elizabeth Lorenzi, Sandhya A Lagoo-Deenadayalan, Katherine Heller, Krista Whalen, Suresh Balu, Mitchell T Heflin, Shelley R McDonald, Madhav Swaminathan, Mark Sendak

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Association between tocilizumab, sarilumab and all-cause mortality at 28 days in hospitalised patients with COVID-19: A network meta-analysis. by Peter J Godolphin, David J Fisher, Lindsay R Berry, Lennie P G Derde, Janet V Diaz, Anthony C Gordon, Elizabeth Lorenzi, John C Marshall, Srinivas Murthy, Manu Shankar-Hari, Jonathan A C Sterne, Jayne F Tierney, Claire L Vale

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REMAP Periop: a randomised, embedded, multifactorial adaptive platform trial protocol for perioperative medicine to determine the optimal enhanced recovery pathway components in co... by Brian Williams, Jennifer Holder-Murray, Kathirvel Subramaniam, Kert Viele, Oscar C Marroquin, Scott Berry, Aman Mahajan, Luca La Colla, Charles Luke, Alison R Althans, Stephen A Esper, Joshua Knight, Joseph Derenzo, Ryan Ball, Shawn Beaman, Nicholas Schott, Elizabeth Lorenzi, Lindsay R Berry, Miranda Masters, Katie A Meister, Todd Wilkinson, William Garrard

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