Development and validation of a reinforcement learning algorithm to dynamically optimize mechanical ventilation in critical care
Peine, Arne, Hallawa, Ahmed, Bickenbach, Johannes, Dartmann, Guido, Fazlic, Lejla Begic, Schmeink, Anke, Ascheid, Gerd, Thiemermann, Christoph, Schuppert, Andreas, Kindle, Ryan, Celi, Leo, Marx, Gernot, Martin, Lukas
Published in NPJ digital medicine (19.02.2021)
Published in NPJ digital medicine (19.02.2021)
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An interpretable RL framework for pre-deployment modeling in ICU hypotension management
Zhang, Kristine, Wang, Henry, Du, Jianzhun, Chu, Brian, Arévalo, Aldo Robles, Kindle, Ryan, Celi, Leo Anthony, Doshi-Velez, Finale
Published in NPJ digital medicine (18.11.2022)
Published in NPJ digital medicine (18.11.2022)
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A Method to Explore Variations of Ventilator-Associated Event Surveillance Definitions in Large Critical Care Databases in the United States
Wong, An-Kwok Ian, Kim, Han, Charpignon, Marie-Laure, Carvalho, Leandro, Monares-Zepeda, Enrique, Madushani, R. W. M. A., Adhikari, Lasith, Kindle, Ryan D., Kutner, Michael, Celi, Leo Anthony, Lough, Mary E., Mireles-Cabodevila, Eduardo
Published in Critical care explorations (01.11.2022)
Published in Critical care explorations (01.11.2022)
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Early Serial Echocardiographic and Ultrasonographic Findings in Critically Ill Patients With COVID-19
Lanspa, Michael J., Dugar, Siddharth P., Prigmore, Heather L., Rupp, Jordan D., Rice, Todd W., Qadir, Nida, Lim, George W., Shiloh, Ariel L., Gong, Michelle N., Fox, Steven W., Hirshberg, Eliotte L., Macklin, Nicholas, Files, D.Clark, Gibbs, Kevin W., Prekker, Matthew E., Parsons-Moss, Daniel, Bown, Mikaele, Olsen, Troy D., Cirulis, Meghan M., Mehkri, Omar, Tenforde, Mark W., Patel, Manish M., Self, Wesley H., Brown, Samuel M., Calhoun, Nicole, McKillop, Amanda, Murthy, Kempapura, Smith, Michael, Zayed, Martha, De Souza, Lesley, Kindle, Ryan, Kozikowski, Lori-Ann, Thornton-Thompson, Sherell, Bolstad, Michael, Higgins, Conor, Redman, Kimberly, Weingart, Alexander, Lewis, Nathaniel, Olson, Samantha, Ashok, Kiran, Brennan, Connery, Mehkri, Omar, Mitchell, Megan, Poynter, Bryan, Stanley, Nicholas, Lohuis, Caitlin ten, Caspers, Sean, Hendrickson, Audrey, Kaus, Olivia, Tordsen, Walker, Aston, Valerie, Bowers, Robert, Jorgensen, Jeffrey, Ali, Harith, Karow, Sarah, So, Preston, Schwartz, Elizabeth, So, Madison, Luong, Andrea, Martinez, Jesus, Huynh, Bao, Ibrahim, Habiba, Jung, Haeun, Villanueva-Vargas, Juliana, Quadri, Suha, Perez, Cynthia, Rivera, Adreanne, Frankel, Trevor, Huynh, David, Jensen, Kelly, Sibenaller, Zita, Olson, Logan, Clinansmith, Bradley, Rivas, Carolina, Truscon, Rachel, Thomas, Lara, Bielak, Ramsay, Fong, Rebecca, Fitzsimmons, William J., Blair, Christopher, Valesano, Andrew, Baker, Leigh, Gilbert, Julie, Crider, Christine D., Anderson, Layla A., Johnson, Jakea, Short, Laura L., Ezzell, Lauren J., McHenry, Rendie E., Blair, Marica, Luther, Jennifer L., Pulido, Claudia Guevara, LaRose, Mary, Hicks, Madeline, Parks, Lisa, Bongu, Jahnavi, McDonald, David, Seiler, Sondra, Park, David, Arter, Olivia G.
Published in CHEST critical care (01.06.2023)
Published in CHEST critical care (01.06.2023)
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Identifying Decision Points for Safe and Interpretable Reinforcement Learning in Hypotension Treatment
Zhang, Kristine, Wang, Yuanheng, Du, Jianzhun, Chu, Brian, Celi, Leo Anthony, Kindle, Ryan, Doshi-Velez, Finale
Published in arXiv.org (09.01.2021)
Published in arXiv.org (09.01.2021)
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Regional Tree Regularization for Interpretability in Black Box Models
Wu, Mike, Parbhoo, Sonali, Hughes, Michael, Kindle, Ryan, Celi, Leo, Zazzi, Maurizio, Roth, Volker, Doshi-Velez, Finale
Published in arXiv.org (16.03.2020)
Published in arXiv.org (16.03.2020)
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