Machine Learning Prediction of Death in Critically Ill Patients With Coronavirus Disease 2019

Matthew M. Churpek; Shruti Gupta; Alexandra B. Spicer; Salim S. Hayek; Anand Srivastava; Lili Chan; Michal L. Melamed; Samantha K. Brenner; Jared Radbel; Farah Madhani-Lovely; Pavan K. Bhatraju; Anip Bansal; Adam Green; Nitender Goyal; Shahzad Shaefi; Chirag R. Parikh; Matthew W. Semler; David E. Leaf; Carl P. Walther; Samaya J. Anumudu; Justin Arunthamakun; Kathleen F. Kopecky; Gregory P. Milligan; Peter A. McCullough; Thuy Duyen Nguyen; Shahzad Shaefi; Megan L. Krajewski; Sidharth Shankar; Ameeka Pannu; Juan D. Valencia; Sushrut S. Waikar; Zoe A. Kibbelaar; Ambarish M. Athavale; Peter Hart; Oyintayo Ajiboye; Matthew Itteera; Adam Green; Jean Sebastien Rachoin; Christa A. Schorr; Lisa Shea; Daniel L. Edmonston; Christopher L. Mosher; Alexandre M. Shehata; Zaza Cohen; Valerie Allusson; Gabriela Bambrick-Santoyo; Noor Ul Aain Bhatti; Bijal Metha; Aquino Williams; Samantha K. Brenner; Patricia Walters; Ronaldo C. Go; Keith M. Rose; Miguel A. Hernán; Amy M. Zhou; Ethan C. Kim; Rebecca Lisk; Lili Chan; Kusum S. Mathews; Steven G. Coca; Deena R. Altman; Aparna Saha; Howard Soh; Huei Hsun Wen; Sonali Bose; Emily Leven; Jing G. Wang; Gohar Mosoyan; Girish N. Nadkarni; Allon N. Friedman; John Guirguis; Rajat Kapoor; Christopher Meshberger; Chirag R. Parikh; Brian T. Garibaldi; Celia P. Corona-Villalobos; Yumeng Wen; Steven Menez; Rubab F. Malik; Carmen Elena Cervantes; Samir C. Gautam; Crystal Chang; H. Bryant Nguyen; Afshin Ahoubim; Leslie F. Thomas; Pramod K. Guru; Paul A. Bergl; Yan Zhou; Jesus Rodriguez; Jatan A. Shah; Mrigank S. Gupta; Princy N. Kumar; Deepa G. Lazarous; Seble G. Kassaye; Michal L. Melamed; Tanya S. Johns; Ryan Mocerino; Kalyan Prudhvi; Denzel Zhu; Rebecca V. Levy; Yorg Azzi; Molly Fisher; Milagros Yunes; Kaltrina Sedaliu; Ladan Golestaneh; Maureen Brogan; Jyotsana Thakkar; Neelja Kumar; Michael J. Ross; Michael Chang; Ritesh Raichoudhury; Edward J. Schenck; Soo Jung Cho; Maria Plataki; Sergio L. Alvarez-Mulett; Luis G. Gomez-Escobar; Di Pan; Stefi Lee; Jamuna Krishnan; William Whalen; David Charytan; Ashley MacIna; Daniel W. Ross; Anand Srivastava; Alexander S. Leidner; Carlos Martinez; Jacqueline M. Kruser; Richard G. Wunderink; Alexander J. Hodakowski; Juan Carlos Q. Velez; Eboni G. Price-Haywood; Luis A. Matute-Trochez; Anna E. Hasty; Muner M.B. Mohamed; Rupali S. Avasare; David Zonies; David E. Leaf; Shruti Gupta; Rebecca M. Baron; Meghan E. Sise; Erik T. Newman; Samah Abu Omar; Kapil K. Pokharel; Shreyak Sharma; Harkarandeep Singh; Simon Correa Gaviria; Tanveer Shaukat; Omer Kamal; Wei Wang; Heather Yang; Jeffery O. Boateng; Meghan Lee; Ian A. Strohbehn; Jiahua Li; Saif A. Muhsin; Ernest I. Mandel; Ariel L. Mueller; Nicholas S. Cairl; Farah Madhani-Lovely; Chris Rowan; Farah Madhai-Lovely; Vasil Peev; Jochen Reiser; John J. Byun; Andrew Vissing; Esha M. Kapania; Zoe Post; Nilam P. Patel; Joy Marie Hermes; Anne K. Sutherland; Amee Patrawalla; Diana G. Finkel; Barbara A. Danek; Sowminya Arikapudi; Jeffrey M. Paer; Jared Radbel; Sonika Puri; Jag Sunderram; Matthew T. Scharf; Ayesha Ahmed; Ilya Berim; Jayanth Vatson; Shuchi Anand; Joseph E. Levitt; Pablo Garcia; Suzanne M. Boyle; Rui Song; Jingjing Zhang; Moh'd A. Sharshir; Vadym V. Rusnak; Anip Bansal; Amber S. Podoll; Michel Chonchol; Sunita Sharma; Ellen L. Burnham; Arash Rashidi; Rana Hejal; Eric Judd; Laura Latta; Ashita Tolwani; Timothy E. Albertson; Jason Y. Adams; Steven Y. Chang; Rebecca M. Beutler; Carl E. Schulze; Etienne MacEdo; Harin Rhee; Kathleen D. Liu; Vasantha K. Jotwani; Jay L. Koyner; Chintan V. Shah; Vishal Jaikaransingh; Stephanie M. Toth-Manikowski; Min J. Joo; James P. Lash; Javier A. Neyra; Nourhan Chaaban; Alfredo Iardino; Elizabeth H. Au; Jill H. Sharma; Marie Anne Sosa; Sabrina Taldone; Gabriel Contreras; David De La Zerda; Hayley B. Gershengorn; Hanna Berlin; Tariq U. Azam; Husam Shadid; Michael Pan; Patrick O' Hayer; Chelsea Meloche; Rafey Feroze; Kishan J. Padalia; Jeff Leya; John P. Donnelly; Andrew J. Admon; Jennifer E. Flythe; Matthew J. Tugman; Brent R. Brown; Amanda K. Leonberg-Yoo; Ryan C. Spiardi; Todd A. Miano; Meaghan S. Roche; Charles R. Vasquez; Amar D. Bansal; Natalie C. Ernecoff; Csaba P. Kovesdy; Miklos Z. Molnar; S. Susan Hedayati; Mridula V. Nadamuni; Sadaf S. Khan; Duwayne L. Willett; Samuel A.P. Short; Amanda D. Renaghan; Pavan Bhatraju; A. Bilal Malik; Matthew W. Semler; Anitha Vijayan; Christina Mariyam Joy; Tingting Li; Seth Goldberg; Patricia F. Kao; Greg L. Schumaker; Nitender Goyal; Anthony J. Faugno; Greg L. Schumaker; Caroline M. Hsu; Asma Tariq; Leah Meyer; Marta Christov; Francis P. Wilson; Tanima Arora; Ugochukwu Ugwuowo

doi:10.1097/CCE.0000000000000515

Machine Learning Prediction of Death in Critically Ill Patients With Coronavirus Disease 2019

Matthew M. Churpek, Shruti Gupta, Alexandra B. Spicer, Salim S. Hayek, Anand Srivastava, Lili Chan, Michal L. Melamed, Samantha K. Brenner, Jared Radbel, Farah Madhani-Lovely, Pavan K. Bhatraju, Anip Bansal, Adam Green, Nitender Goyal, Shahzad Shaefi, Chirag R. Parikh, Matthew W. Semler, David E. Leaf, Carl P. Walther, Samaya J. AnumuduJustin Arunthamakun, Kathleen F. Kopecky, Gregory P. Milligan, Peter A. McCullough, Thuy Duyen Nguyen, Shahzad Shaefi, Megan L. Krajewski, Sidharth Shankar, Ameeka Pannu, Juan D. Valencia, Sushrut S. Waikar, Zoe A. Kibbelaar, Ambarish M. Athavale, Peter Hart, Oyintayo Ajiboye, Matthew Itteera, Adam Green, Jean Sebastien Rachoin, Christa A. Schorr, Lisa Shea, Daniel L. Edmonston, Christopher L. Mosher, Alexandre M. Shehata, Zaza Cohen, Valerie Allusson, Gabriela Bambrick-Santoyo, Noor Ul Aain Bhatti, Bijal Metha, Aquino Williams, Samantha K. Brenner, Patricia Walters, Ronaldo C. Go, Keith M. Rose, Miguel A. Hernán, Amy M. Zhou, Ethan C. Kim, Rebecca Lisk, Lili Chan, Kusum S. Mathews, Steven G. Coca, Deena R. Altman, Aparna Saha, Howard Soh, Huei Hsun Wen, Sonali Bose, Emily Leven, Jing G. Wang, Gohar Mosoyan, Girish N. Nadkarni, Allon N. Friedman, John Guirguis, Rajat Kapoor, Christopher Meshberger, Chirag R. Parikh, Brian T. Garibaldi, Celia P. Corona-Villalobos, Yumeng Wen, Steven Menez, Rubab F. Malik, Carmen Elena Cervantes, Samir C. Gautam, Crystal Chang, H. Bryant Nguyen, Afshin Ahoubim, Leslie F. Thomas, Pramod K. Guru, Paul A. Bergl, Yan Zhou, Jesus Rodriguez, Jatan A. Shah, Mrigank S. Gupta, Princy N. Kumar, Deepa G. Lazarous, Seble G. Kassaye, Michal L. Melamed, Tanya S. Johns, Ryan Mocerino, Kalyan Prudhvi, Denzel Zhu, Rebecca V. Levy, Yorg Azzi, Molly Fisher, Milagros Yunes, Kaltrina Sedaliu, Ladan Golestaneh, Maureen Brogan, Jyotsana Thakkar, Neelja Kumar, Michael J. Ross, Michael Chang, Ritesh Raichoudhury, Edward J. Schenck, Soo Jung Cho, Maria Plataki, Sergio L. Alvarez-Mulett, Luis G. Gomez-Escobar, Di Pan, Stefi Lee, Jamuna Krishnan, William Whalen, David Charytan, Ashley MacIna, Daniel W. Ross, Anand Srivastava, Alexander S. Leidner, Carlos Martinez, Jacqueline M. Kruser, Richard G. Wunderink, Alexander J. Hodakowski, Juan Carlos Q. Velez, Eboni G. Price-Haywood, Luis A. Matute-Trochez, Anna E. Hasty, Muner M.B. Mohamed, Rupali S. Avasare, David Zonies, David E. Leaf, Shruti Gupta, Rebecca M. Baron, Meghan E. Sise, Erik T. Newman, Samah Abu Omar, Kapil K. Pokharel, Shreyak Sharma, Harkarandeep Singh, Simon Correa Gaviria, Tanveer Shaukat, Omer Kamal, Wei Wang, Heather Yang, Jeffery O. Boateng, Meghan Lee, Ian A. Strohbehn, Jiahua Li, Saif A. Muhsin, Ernest I. Mandel, Ariel L. Mueller, Nicholas S. Cairl, Farah Madhani-Lovely, Chris Rowan, Farah Madhai-Lovely, Vasil Peev, Jochen Reiser, John J. Byun, Andrew Vissing, Esha M. Kapania, Zoe Post, Nilam P. Patel, Joy Marie Hermes, Anne K. Sutherland, Amee Patrawalla, Diana G. Finkel, Barbara A. Danek, Sowminya Arikapudi, Jeffrey M. Paer, Jared Radbel, Sonika Puri, Jag Sunderram, Matthew T. Scharf, Ayesha Ahmed, Ilya Berim, Jayanth Vatson, Shuchi Anand, Joseph E. Levitt, Pablo Garcia, Suzanne M. Boyle, Rui Song, Jingjing Zhang, Moh'd A. Sharshir, Vadym V. Rusnak, Anip Bansal, Amber S. Podoll, Michel Chonchol, Sunita Sharma, Ellen L. Burnham, Arash Rashidi, Rana Hejal, Eric Judd, Laura Latta, Ashita Tolwani, Timothy E. Albertson, Jason Y. Adams, Steven Y. Chang, Rebecca M. Beutler, Carl E. Schulze, Etienne MacEdo, Harin Rhee, Kathleen D. Liu, Vasantha K. Jotwani, Jay L. Koyner, Chintan V. Shah, Vishal Jaikaransingh, Stephanie M. Toth-Manikowski, Min J. Joo, James P. Lash, Javier A. Neyra, Nourhan Chaaban, Alfredo Iardino, Elizabeth H. Au, Jill H. Sharma, Marie Anne Sosa, Sabrina Taldone, Gabriel Contreras, David De La Zerda, Hayley B. Gershengorn, Hanna Berlin, Tariq U. Azam, Husam Shadid, Michael Pan, Patrick O' Hayer, Chelsea Meloche, Rafey Feroze, Kishan J. Padalia, Jeff Leya, John P. Donnelly, Andrew J. Admon, Jennifer E. Flythe, Matthew J. Tugman, Brent R. Brown, Amanda K. Leonberg-Yoo, Ryan C. Spiardi, Todd A. Miano, Meaghan S. Roche, Charles R. Vasquez, Amar D. Bansal, Natalie C. Ernecoff, Csaba P. Kovesdy, Miklos Z. Molnar, S. Susan Hedayati, Mridula V. Nadamuni, Sadaf S. Khan, Duwayne L. Willett, Samuel A.P. Short, Amanda D. Renaghan, Pavan Bhatraju, A. Bilal Malik, Matthew W. Semler, Anitha Vijayan, Christina Mariyam Joy, Tingting Li, Seth Goldberg, Patricia F. Kao, Greg L. Schumaker, Nitender Goyal, Anthony J. Faugno, Greg L. Schumaker, Caroline M. Hsu, Asma Tariq, Leah Meyer, Marta Christov, Francis P. Wilson, Tanima Arora, Ugochukwu Ugwuowo

Medicine

Research output: Contribution to journal › Article › peer-review

Original language	English
Pages (from-to)	E0515
Journal	Critical Care Explorations
Volume	3
Issue number	8
DOIs	https://doi.org/10.1097/CCE.0000000000000515
State	Published - Aug 19 2021

ASJC Scopus Subject Areas

Critical Care and Intensive Care Medicine

Keywords

artificial intelligence
coronavirus disease 2019
intensive care unit
machine learning

Access to Document

10.1097/CCE.0000000000000515

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Churpek, M. M., Gupta, S., Spicer, A. B., Hayek, S. S., Srivastava, A., Chan, L., Melamed, M. L., Brenner, S. K., Radbel, J., Madhani-Lovely, F., Bhatraju, P. K., Bansal, A., Green, A., Goyal, N., Shaefi, S., Parikh, C. R., Semler, M. W., Leaf, D. E., Walther, C. P., ... Ugwuowo, U. (2021). Machine Learning Prediction of Death in Critically Ill Patients With Coronavirus Disease 2019. Critical Care Explorations, 3(8), E0515. https://doi.org/10.1097/CCE.0000000000000515

Churpek, MM, Gupta, S, Spicer, AB, Hayek, SS, Srivastava, A, Chan, L, Melamed, ML, Brenner, SK, Radbel, J, Madhani-Lovely, F, Bhatraju, PK, Bansal, A, Green, A, Goyal, N, Shaefi, S, Parikh, CR, Semler, MW, Leaf, DE, Walther, CP, Anumudu, SJ, Arunthamakun, J, Kopecky, KF, Milligan, GP, McCullough, PA, Nguyen, TD, Shaefi, S, Krajewski, ML, Shankar, S, Pannu, A, Valencia, JD, Waikar, SS, Kibbelaar, ZA, Athavale, AM, Hart, P, Ajiboye, O, Itteera, M, Green, A, Rachoin, JS, Schorr, CA, Shea, L, Edmonston, DL, Mosher, CL, Shehata, AM, Cohen, Z, Allusson, V, Bambrick-Santoyo, G, Bhatti, NUA, Metha, B, Williams, A, Brenner, SK, Walters, P, Go, RC, Rose, KM, Hernán, MA, Zhou, AM, Kim, EC, Lisk, R, Chan, L, Mathews, KS, Coca, SG, Altman, DR, Saha, A, Soh, H, Hsun Wen, H, Bose, S, Leven, E, Wang, JG, Mosoyan, G, Nadkarni, GN, Friedman, AN, Guirguis, J, Kapoor, R, Meshberger, C, Parikh, CR, Garibaldi, BT, Corona-Villalobos, CP, Wen, Y, Menez, S, Malik, RF, Elena Cervantes, C, Gautam, SC, Chang, C, Nguyen, HB, Ahoubim, A, Thomas, LF, Guru, PK, Bergl, PA, Zhou, Y, Rodriguez, J, Shah, JA, Gupta, MS, Kumar, PN, Lazarous, DG, Kassaye, SG, Melamed, ML, Johns, TS, Mocerino, R, Prudhvi, K, Zhu, D, Levy, RV, Azzi, Y, Fisher, M, Yunes, M, Sedaliu, K, Golestaneh, L, Brogan, M, Thakkar, J, Kumar, N, Ross, MJ, Chang, M, Raichoudhury, R, Schenck, EJ, Jung Cho, S, Plataki, M, Alvarez-Mulett, SL, Gomez-Escobar, LG, Pan, D, Lee, S, Krishnan, J, Whalen, W, Charytan, D, MacIna, A, Ross, DW, Srivastava, A, Leidner, AS, Martinez, C, Kruser, JM, Wunderink, RG, Hodakowski, AJ, Velez, JCQ, Price-Haywood, EG, Matute-Trochez, LA, Hasty, AE, Mohamed, MMB, Avasare, RS, Zonies, D, Leaf, DE, Gupta, S, Baron, RM, Sise, ME, Newman, ET, Abu Omar, S, Pokharel, KK, Sharma, S, Singh, H, Correa Gaviria, S, Shaukat, T, Kamal, O, Wang, W, Yang, H, Boateng, JO, Lee, M, Strohbehn, IA, Li, J, Muhsin, SA, Mandel, EI, Mueller, AL, Cairl, NS, Madhani-Lovely, F, Rowan, C, Madhai-Lovely, F, Peev, V, Reiser, J, Byun, JJ, Vissing, A, Kapania, EM, Post, Z, Patel, NP, Hermes, JM, Sutherland, AK, Patrawalla, A, Finkel, DG, Danek, BA, Arikapudi, S, Paer, JM, Radbel, J, Puri, S, Sunderram, J, Scharf, MT, Ahmed, A, Berim, I, Vatson, J, Anand, S, Levitt, JE, Garcia, P, Boyle, SM, Song, R, Zhang, J, Sharshir, MA, Rusnak, VV, Bansal, A, Podoll, AS, Chonchol, M, Sharma, S, Burnham, EL, Rashidi, A, Hejal, R, Judd, E, Latta, L, Tolwani, A, Albertson, TE, Adams, JY, Chang, SY, Beutler, RM, Schulze, CE, MacEdo, E, Rhee, H, Liu, KD, Jotwani, VK, Koyner, JL, Shah, CV, Jaikaransingh, V, Toth-Manikowski, SM, Joo, MJ, Lash, JP, Neyra, JA, Chaaban, N, Iardino, A, Au, EH, Sharma, JH, Anne Sosa, M, Taldone, S, Contreras, G, De La Zerda, D, Gershengorn, HB, Berlin, H, Azam, TU, Shadid, H, Pan, M, O' Hayer, P, Meloche, C, Feroze, R, Padalia, KJ, Leya, J, Donnelly, JP, Admon, AJ, Flythe, JE, Tugman, MJ, Brown, BR, Leonberg-Yoo, AK, Spiardi, RC, Miano, TA, Roche, MS, Vasquez, CR, Bansal, AD, Ernecoff, NC, Kovesdy, CP, Molnar, MZ, Susan Hedayati, S, Nadamuni, MV, Khan, SS, Willett, DL, Short, SAP, Renaghan, AD, Bhatraju, P, Bilal Malik, A, Semler, MW, Vijayan, A, Mariyam Joy, C, Li, T, Goldberg, S, Kao, PF, Schumaker, GL, Goyal, N, Faugno, AJ, Schumaker, GL, Hsu, CM, Tariq, A, Meyer, L, Christov, M, Wilson, FP, Arora, T & Ugwuowo, U 2021, 'Machine Learning Prediction of Death in Critically Ill Patients With Coronavirus Disease 2019', Critical Care Explorations, vol. 3, no. 8, pp. E0515. https://doi.org/10.1097/CCE.0000000000000515

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title = "Machine Learning Prediction of Death in Critically Ill Patients With Coronavirus Disease 2019",

keywords = "artificial intelligence, coronavirus disease 2019, intensive care unit, machine learning",

author = "Churpek, {Matthew M.} and Shruti Gupta and Spicer, {Alexandra B.} and Hayek, {Salim S.} and Anand Srivastava and Lili Chan and Melamed, {Michal L.} and Brenner, {Samantha K.} and Jared Radbel and Farah Madhani-Lovely and Bhatraju, {Pavan K.} and Anip Bansal and Adam Green and Nitender Goyal and Shahzad Shaefi and Parikh, {Chirag R.} and Semler, {Matthew W.} and Leaf, {David E.} and Walther, {Carl P.} and Anumudu, {Samaya J.} and Justin Arunthamakun and Kopecky, {Kathleen F.} and Milligan, {Gregory P.} and McCullough, {Peter A.} and Nguyen, {Thuy Duyen} and Shahzad Shaefi and Krajewski, {Megan L.} and Sidharth Shankar and Ameeka Pannu and Valencia, {Juan D.} and Waikar, {Sushrut S.} and Kibbelaar, {Zoe A.} and Athavale, {Ambarish M.} and Peter Hart and Oyintayo Ajiboye and Matthew Itteera and Adam Green and Rachoin, {Jean Sebastien} and Schorr, {Christa A.} and Lisa Shea and Edmonston, {Daniel L.} and Mosher, {Christopher L.} and Shehata, {Alexandre M.} and Zaza Cohen and Valerie Allusson and Gabriela Bambrick-Santoyo and Bhatti, {Noor Ul Aain} and Bijal Metha and Aquino Williams and Brenner, {Samantha K.} and Patricia Walters and Go, {Ronaldo C.} and Rose, {Keith M.} and Hern{\'a}n, {Miguel A.} and Zhou, {Amy M.} and Kim, {Ethan C.} and Rebecca Lisk and Lili Chan and Mathews, {Kusum S.} and Coca, {Steven G.} and Altman, {Deena R.} and Aparna Saha and Howard Soh and {Hsun Wen}, Huei and Sonali Bose and Emily Leven and Wang, {Jing G.} and Gohar Mosoyan and Nadkarni, {Girish N.} and Friedman, {Allon N.} and John Guirguis and Rajat Kapoor and Christopher Meshberger and Parikh, {Chirag R.} and Garibaldi, {Brian T.} and Corona-Villalobos, {Celia P.} and Yumeng Wen and Steven Menez and Malik, {Rubab F.} and {Elena Cervantes}, Carmen and Gautam, {Samir C.} and Crystal Chang and Nguyen, {H. Bryant} and Afshin Ahoubim and Thomas, {Leslie F.} and Guru, {Pramod K.} and Bergl, {Paul A.} and Yan Zhou and Jesus Rodriguez and Shah, {Jatan A.} and Gupta, {Mrigank S.} and Kumar, {Princy N.} and Lazarous, {Deepa G.} and Kassaye, {Seble G.} and Melamed, {Michal L.} and Johns, {Tanya S.} and Ryan Mocerino and Kalyan Prudhvi and Denzel Zhu and Levy, {Rebecca V.} and Yorg Azzi and Molly Fisher and Milagros Yunes and Kaltrina Sedaliu and Ladan Golestaneh and Maureen Brogan and Jyotsana Thakkar and Neelja Kumar and Ross, {Michael J.} and Michael Chang and Ritesh Raichoudhury and Schenck, {Edward J.} and {Jung Cho}, Soo and Maria Plataki and Alvarez-Mulett, {Sergio L.} and Gomez-Escobar, {Luis G.} and Di Pan and Stefi Lee and Jamuna Krishnan and William Whalen and David Charytan and Ashley MacIna and Ross, {Daniel W.} and Anand Srivastava and Leidner, {Alexander S.} and Carlos Martinez and Kruser, {Jacqueline M.} and Wunderink, {Richard G.} and Hodakowski, {Alexander J.} and Velez, {Juan Carlos Q.} and Price-Haywood, {Eboni G.} and Matute-Trochez, {Luis A.} and Hasty, {Anna E.} and Mohamed, {Muner M.B.} and Avasare, {Rupali S.} and David Zonies and Leaf, {David E.} and Shruti Gupta and Baron, {Rebecca M.} and Sise, {Meghan E.} and Newman, {Erik T.} and {Abu Omar}, Samah and Pokharel, {Kapil K.} and Shreyak Sharma and Harkarandeep Singh and {Correa Gaviria}, Simon and Tanveer Shaukat and Omer Kamal and Wei Wang and Heather Yang and Boateng, {Jeffery O.} and Meghan Lee and Strohbehn, {Ian A.} and Jiahua Li and Muhsin, {Saif A.} and Mandel, {Ernest I.} and Mueller, {Ariel L.} and Cairl, {Nicholas S.} and Farah Madhani-Lovely and Chris Rowan and Farah Madhai-Lovely and Vasil Peev and Jochen Reiser and Byun, {John J.} and Andrew Vissing and Kapania, {Esha M.} and Zoe Post and Patel, {Nilam P.} and Hermes, {Joy Marie} and Sutherland, {Anne K.} and Amee Patrawalla and Finkel, {Diana G.} and Danek, {Barbara A.} and Sowminya Arikapudi and Paer, {Jeffrey M.} and Jared Radbel and Sonika Puri and Jag Sunderram and Scharf, {Matthew T.} and Ayesha Ahmed and Ilya Berim and Jayanth Vatson and Shuchi Anand and Levitt, {Joseph E.} and Pablo Garcia and Boyle, {Suzanne M.} and Rui Song and Jingjing Zhang and Sharshir, {Moh'd A.} and Rusnak, {Vadym V.} and Anip Bansal and Podoll, {Amber S.} and Michel Chonchol and Sunita Sharma and Burnham, {Ellen L.} and Arash Rashidi and Rana Hejal and Eric Judd and Laura Latta and Ashita Tolwani and Albertson, {Timothy E.} and Adams, {Jason Y.} and Chang, {Steven Y.} and Beutler, {Rebecca M.} and Schulze, {Carl E.} and Etienne MacEdo and Harin Rhee and Liu, {Kathleen D.} and Jotwani, {Vasantha K.} and Koyner, {Jay L.} and Shah, {Chintan V.} and Vishal Jaikaransingh and Toth-Manikowski, {Stephanie M.} and Joo, {Min J.} and Lash, {James P.} and Neyra, {Javier A.} and Nourhan Chaaban and Alfredo Iardino and Au, {Elizabeth H.} and Sharma, {Jill H.} and {Anne Sosa}, Marie and Sabrina Taldone and Gabriel Contreras and {De La Zerda}, David and Gershengorn, {Hayley B.} and Hanna Berlin and Azam, {Tariq U.} and Husam Shadid and Michael Pan and {O' Hayer}, Patrick and Chelsea Meloche and Rafey Feroze and Padalia, {Kishan J.} and Jeff Leya and Donnelly, {John P.} and Admon, {Andrew J.} and Flythe, {Jennifer E.} and Tugman, {Matthew J.} and Brown, {Brent R.} and Leonberg-Yoo, {Amanda K.} and Spiardi, {Ryan C.} and Miano, {Todd A.} and Roche, {Meaghan S.} and Vasquez, {Charles R.} and Bansal, {Amar D.} and Ernecoff, {Natalie C.} and Kovesdy, {Csaba P.} and Molnar, {Miklos Z.} and {Susan Hedayati}, S. and Nadamuni, {Mridula V.} and Khan, {Sadaf S.} and Willett, {Duwayne L.} and Short, {Samuel A.P.} and Renaghan, {Amanda D.} and Pavan Bhatraju and {Bilal Malik}, A. and Semler, {Matthew W.} and Anitha Vijayan and {Mariyam Joy}, Christina and Tingting Li and Seth Goldberg and Kao, {Patricia F.} and Schumaker, {Greg L.} and Nitender Goyal and Faugno, {Anthony J.} and Schumaker, {Greg L.} and Hsu, {Caroline M.} and Asma Tariq and Leah Meyer and Marta Christov and Wilson, {Francis P.} and Tanima Arora and Ugochukwu Ugwuowo",

year = "2021",

month = aug,

day = "19",

doi = "10.1097/CCE.0000000000000515",

language = "English",

volume = "3",

pages = "E0515",

journal = "Critical Care Explorations",

issn = "2639-8028",

number = "8",

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TY - JOUR

T1 - Machine Learning Prediction of Death in Critically Ill Patients With Coronavirus Disease 2019

AU - Churpek, Matthew M.

AU - Gupta, Shruti

AU - Spicer, Alexandra B.

AU - Hayek, Salim S.

AU - Srivastava, Anand

AU - Chan, Lili

AU - Melamed, Michal L.

AU - Brenner, Samantha K.

AU - Radbel, Jared

AU - Madhani-Lovely, Farah

AU - Bhatraju, Pavan K.

AU - Bansal, Anip

AU - Green, Adam

AU - Goyal, Nitender

AU - Shaefi, Shahzad

AU - Parikh, Chirag R.

AU - Semler, Matthew W.

AU - Leaf, David E.

AU - Walther, Carl P.

AU - Anumudu, Samaya J.

AU - Arunthamakun, Justin

AU - Kopecky, Kathleen F.

AU - Milligan, Gregory P.

AU - McCullough, Peter A.

AU - Nguyen, Thuy Duyen

AU - Shaefi, Shahzad

AU - Krajewski, Megan L.

AU - Shankar, Sidharth

AU - Pannu, Ameeka

AU - Valencia, Juan D.

AU - Waikar, Sushrut S.

AU - Kibbelaar, Zoe A.

AU - Athavale, Ambarish M.

AU - Hart, Peter

AU - Ajiboye, Oyintayo

AU - Itteera, Matthew

AU - Green, Adam

AU - Rachoin, Jean Sebastien

AU - Schorr, Christa A.

AU - Shea, Lisa

AU - Edmonston, Daniel L.

AU - Mosher, Christopher L.

AU - Shehata, Alexandre M.

AU - Cohen, Zaza

AU - Allusson, Valerie

AU - Bambrick-Santoyo, Gabriela

AU - Bhatti, Noor Ul Aain

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AU - Ugwuowo, Ugochukwu

PY - 2021/8/19

Y1 - 2021/8/19

KW - artificial intelligence

KW - coronavirus disease 2019

KW - intensive care unit

KW - machine learning

UR - http://www.scopus.com/inward/record.url?scp=85123699698&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85123699698&partnerID=8YFLogxK

U2 - 10.1097/CCE.0000000000000515

DO - 10.1097/CCE.0000000000000515

M3 - Article

AN - SCOPUS:85123699698

SN - 2639-8028

VL - 3

SP - E0515

JO - Critical Care Explorations

JF - Critical Care Explorations

IS - 8

ER -

Machine Learning Prediction of Death in Critically Ill Patients With Coronavirus Disease 2019

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