A prospective evaluation of AI-augmented epidemiology to forecast COVID-19 in the USA and Japan

Autor: Sercan Ö. Arık, Joel Shor, Rajarishi Sinha, Jinsung Yoon, Joseph R. Ledsam, Long T. Le, Michael W. Dusenberry, Nathanael C. Yoder, Kris Popendorf, Arkady Epshteyn, Johan Euphrosine, Elli Kanal, Isaac Jones, Chun-Liang Li, Beth Luan, Joe Mckenna, Vikas Menon, Shashank Singh, Mimi Sun, Ashwin Sura Ravi, Leyou Zhang, Dario Sava, Kane Cunningham, Hiroki Kayama, Thomas Tsai, Daisuke Yoneoka, Shuhei Nomura, Hiroaki Miyata, Tomas Pfister

Publikováno v: npj Digital Medicine, Vol 4, Iss 1, Pp 1-18 (2021)

Abstract The COVID-19 pandemic has highlighted the global need for reliable models of disease spread. We propose an AI-augmented forecast modeling framework that provides daily predictions of the expected number of confirmed COVID-19 deaths, cases, a

Externí odkaz: https://doaj.org/article/5a7e3925daed42c8b7a7024387fa5045

Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the United States

Autor: Estee Y. Cramer, Evan L. Ray, Velma K. Lopez, Johannes Bracher, Andrea Brennen, Alvaro J. Castro Rivadeneira, Aaron Gerding, Tilmann Gneiting, Katie H. House, Yuxin Huang, Dasuni Jayawardena, Abdul H. Kanji, Ayush Khandelwal, Khoa Le, Anja Mühlemann, Jarad Niemi, Apurv Shah, Ariane Stark, Yijin Wang, Nutcha Wattanachit, Martha W. Zorn, Youyang Gu, Sansiddh Jain, Nayana Bannur, Ayush Deva, Mihir Kulkarni, Srujana Merugu, Alpan Raval, Siddhant Shingi, Avtansh Tiwari, Jerome White, Neil F. Abernethy, Spencer Woody, Maytal Dahan, Spencer Fox, Kelly Gaither, Michael Lachmann, Lauren Ancel Meyers, James G. Scott, Mauricio Tec, Ajitesh Srivastava, Glover E. George, Jeffrey C. Cegan, Ian D. Dettwiller, William P. England, Matthew W. Farthing, Robert H. Hunter, Brandon Lafferty, Igor Linkov, Michael L. Mayo, Matthew D. Parno, Michael A. Rowland, Benjamin D. Trump, Yanli Zhang-James, Samuel Chen, Stephen V. Faraone, Jonathan Hess, Christopher P. Morley, Asif Salekin, Dongliang Wang, Sabrina M. Corsetti, Thomas M. Baer, Marisa C. Eisenberg, Karl Falb, Yitao Huang, Emily T. Martin, Ella McCauley, Robert L. Myers, Tom Schwarz, Daniel Sheldon, Graham Casey Gibson, Rose Yu, Liyao Gao, Yian Ma, Dongxia Wu, Xifeng Yan, Xiaoyong Jin, Yu-Xiang Wang, YangQuan Chen, Lihong Guo, Yanting Zhao, Quanquan Gu, Jinghui Chen, Lingxiao Wang, Pan Xu, Weitong Zhang, Difan Zou, Hannah Biegel, Joceline Lega, Steve McConnell, V. P. Nagraj, Stephanie L. Guertin, Christopher Hulme-Lowe, Stephen D. Turner, Yunfeng Shi, Xuegang Ban, Robert Walraven, Qi-Jun Hong, Stanley Kong, Axel van de Walle, James A. Turtle, Michal Ben-Nun, Steven Riley, Pete Riley, Ugur Koyluoglu, David DesRoches, Pedro Forli, Bruce Hamory, Christina Kyriakides, Helen Leis, John Milliken, Michael Moloney, James Morgan, Ninad Nirgudkar, Gokce Ozcan, Noah Piwonka, Matt Ravi, Chris Schrader, Elizabeth Shakhnovich, Daniel Siegel, Ryan Spatz, Chris Stiefeling, Barrie Wilkinson, Alexander Wong, Sean Cavany, Guido España, Sean Moore, Rachel Oidtman, Alex Perkins, David Kraus, Andrea Kraus, Zhifeng Gao, Jiang Bian, Wei Cao, Juan Lavista Ferres, Chaozhuo Li, Tie-Yan Liu, Xing Xie, Shun Zhang, Shun Zheng, Alessandro Vespignani, Matteo Chinazzi, Jessica T. Davis, Kunpeng Mu, Ana Pastore y Piontti, Xinyue Xiong, Andrew Zheng, Jackie Baek, Vivek Farias, Andreea Georgescu, Retsef Levi, Deeksha Sinha, Joshua Wilde, Georgia Perakis, Mohammed Amine Bennouna, David Nze-Ndong, Divya Singhvi, Ioannis Spantidakis, Leann Thayaparan, Asterios Tsiourvas, Arnab Sarker, Ali Jadbabaie, Devavrat Shah, Nicolas Della Penna, Leo A. Celi, Saketh Sundar, Russ Wolfinger, Dave Osthus, Lauren Castro, Geoffrey Fairchild, Isaac Michaud, Dean Karlen, Matt Kinsey, Luke C. Mullany, Kaitlin Rainwater-Lovett, Lauren Shin, Katharine Tallaksen, Shelby Wilson, Elizabeth C. Lee, Juan Dent, Kyra H. Grantz, Alison L. Hill, Joshua Kaminsky, Kathryn Kaminsky, Lindsay T. Keegan, Stephen A. Lauer, Joseph C. Lemaitre, Justin Lessler, Hannah R. Meredith, Javier Perez-Saez, Sam Shah, Claire P. Smith, Shaun A. Truelove, Josh Wills, Maximilian Marshall, Lauren Gardner, Kristen Nixon, John C. Burant, Lily Wang, Lei Gao, Zhiling Gu, Myungjin Kim, Xinyi Li, Guannan Wang, Yueying Wang, Shan Yu, Robert C. Reiner, Ryan Barber, Emmanuela Gakidou, Simon I. Hay, Steve Lim, Chris Murray, David Pigott, Heidi L. Gurung, Prasith Baccam, Steven A. Stage, Bradley T. Suchoski, B. Aditya Prakash, Bijaya Adhikari, Jiaming Cui, Alexander Rodríguez, Anika Tabassum, Jiajia Xie, Pinar Keskinocak, John Asplund, Arden Baxter, Buse Eylul Oruc, Nicoleta Serban, Sercan O. Arik, Mike Dusenberry, Arkady Epshteyn, Elli Kanal, Long T. Le, Chun-Liang Li, Tomas Pfister, Dario Sava, Rajarishi Sinha, Thomas Tsai, Nate Yoder, Jinsung Yoon, Leyou Zhang, Sam Abbott, Nikos I. Bosse, Sebastian Funk, Joel Hellewell, Sophie R. Meakin, Katharine Sherratt, Mingyuan Zhou, Rahi Kalantari, Teresa K. Yamana, Sen Pei, Jeffrey Shaman, Michael L. Li, Dimitris Bertsimas, Omar Skali Lami, Saksham Soni, Hamza Tazi Bouardi, Turgay Ayer, Madeline Adee, Jagpreet Chhatwal, Ozden O. Dalgic, Mary A. Ladd, Benjamin P. Linas, Peter Mueller, Jade Xiao, Yuanjia Wang, Qinxia Wang, Shanghong Xie, Donglin Zeng, Alden Green, Jacob Bien, Logan Brooks, Addison J. Hu, Maria Jahja, Daniel McDonald, Balasubramanian Narasimhan, Collin Politsch, Samyak Rajanala, Aaron Rumack, Noah Simon, Ryan J. Tibshirani, Rob Tibshirani, Valerie Ventura, Larry Wasserman, Eamon B. O’Dea, John M. Drake, Robert Pagano, Quoc T. Tran, Lam Si Tung Ho, Huong Huynh, Jo W. Walker, Rachel B. Slayton, Michael A. Johansson, Matthew Biggerstaff, Nicholas G. Reich

Publikováno v: Proceedings of the National Academy of Sciences of the United States of America, 119 (15), e2113561119
Cramer, Estee Y; Ray, Evan L; Lopez, Velma K; Bracher, Johannes; Brennen, Andrea; Castro Rivadeneira, Alvaro J; Gerding, Aaron; Gneiting, Tilmann; House, Katie H; Huang, Yuxin; Jayawardena, Dasuni; Kanji, Abdul H; Khandelwal, Ayush; Le, Khoa; Mühlemann, Anja; Niemi, Jarad; Shah, Apurv; Stark, Ariane; Wang, Yijin; Wattanachit, Nutcha; ... (2022). Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the United States. Proceedings of the National Academy of Sciences of the United States of America-PNAS, 119(15), e2113561119. National Academy of Sciences NAS 10.1073/pnas.2113561119

Short-term probabilistic forecasts of the trajectory of the COVID-19 pandemic in the United States have served as a visible and important communication channel between the scientific modeling community and both the general public and decision-makers.

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::29b6cba2d89d92464e18aa78eeb93f7a
https://pubmed.ncbi.nlm.nih.gov/35394862

Drug-eluting stents versus bare-metal stents in saphenous vein grafts: a double-blind, randomised trial

Autor: Emmanouil S Brilakis, Robert Edson, Deepak L Bhatt, Steven Goldman, David R Holmes, Sunil V Rao, Kendrick Shunk, Bavana V Rangan, Kreton Mavromatis, Kodangudi Ramanathan, Anthony A Bavry, Santiago Garcia, Faisal Latif, Ehrin Armstrong, Hani Jneid, Todd A Conner, Todd Wagner, Judit Karacsonyi, Lauren Uyeda, Beverly Ventura, Aaron Alsleben, Ying Lu, Mei-Chiung Shih, Subhash Banerjee, Bina Ahmed, D Michelle Ratliff, Mark Ricciardi, Mark Sheldon, Milton Icenogle, Richard Snider, Amer Ardati, Brahmajee Nallamothu, Claire Duvernoy, Daniel S Menees, Hitinder Gurm, Michael P Thomas, Paul Grossman, Kristine Owen, On Topaz, Gautam Kumar, Peter Block, David A Zidar, Hiram Bezerra, Jonathan Goldberg, Jose Ortiz, Joseph Jozic, Mohammed Osman, Noah Rosenthal, Sahil A Parikh, Tom A Lassar, Albert Chan, Arun Kumar, Kul Aggarwal, Tillmann Cyrus, Jerrold Grodin, Brack Hattler, Ivan Casserly, John Messenger, Michael Kim, R Kevin Rogers, Stephen Waldo, Thomas Tsai, Kenneth Morris, Mitchell Krucoff, Sunil Rao, Thomas J Povsic, William S Jones, Anthony Bavry, Calvin Choi, Ki Park, Jayson Liu, MD, Biswajit Kar, David Paniagua, Jeffrey Breall, Islam Bolad, Rita Mukerji, Roopa Subbarao, Ahmed Abdel-Latif, David C Booth, Khaled M Ziada, Lawrence Rajan, Abdul Hakeem, Barry F Uretsky, Mayank Agrawal, Rajesh Sachdeva, Zubair Ahmed, Jesse McGee, Rahman Shah, Alok Sharma, Edward McFalls, Rizwan Siddiqui, Selcuk Adabag, Stefan Bertog, Anand Irimpen, Drew Baldwin, Nidal Abi Rafeh, Owen Mogabgab, Patrice Delafontaine, Jeffrey Lorin, Steven Sedlis, Eliot Schechter, Mazen Abu-Fadel, Talla Rousan, Udho Thadani, Fady Malik, Jeffrey Zimmet, Tony Chou, Alexis Beatty, Kenneth Lehmann, Michael Stadius, Andrew Klein, Caroline Rowe, Megumi Taniuchi, Andrew J Klein, Michael Forsberg, Divya Kapoor, Elizabeth Juneman, Huu Tam Truong, Kapildeo Lotun, Ryan Tsuda, Sergio Thai, Hoang Thai, David Lu, Vasilios Papademetriou, David Faxon, Kevin Croce, Sammy Elmariah, Scott Kinlay

Publikováno v: Lancet (London, England), vol 391, iss 10134

Summary Background Few studies have examined the efficacy of drug-eluting stents (DES) for reducing aortocoronary saphenous vein bypass graft (SVG) failure compared with bare-metal stents (BMS) in patients undergoing stenting of de-novo SVG lesions.

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::0e3ee527abb70573cfb908f310018b1b
https://escholarship.org/uc/item/5q22w09f

Safety Standards for High-Speed Rail Transportation

Autor: Thomas Tsai, Alan Rao

Publikováno v: Transportation Research Record: Journal of the Transportation Research Board. 1995:35-42

As China, including Taiwan, moves into a new age of high-speed rail (HSR) transportation, it is essential that an infrastructure of safety organizations and regulations be established to ensure the safe operation of such systems when they are ready.

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::0c86ca4ce32f74c8ea6f413f3ec81bc0
https://doi.org/10.3141/1995-05

Abstract 26: Comparison of Medicare Claims with Clinical Trial Outcomes for Follow-up of Older Individuals with Acute Coronary Syndrome

Autor: J. Matthew Brennan, Sean O'Brien, Sarah Milford-Beland, Danica Marinac-Dabic, Sunil Rao, Mitchell Krucoff, Sharon-Lise Normand, Thomas Tsai, Joseph Ross, Charlotte Nelson, Daniel A Canos, Benjamin Eloff, Veronica Sansing, Yelizaveta Torosyan, Ying Xian, Brian Englum, Lisa Ko, Felicia Graham, Eric D Peterson

Publikováno v: Circulation: Cardiovascular Quality and Outcomes. 7

Background: Medicare administrative data has been proposed as an efficient alternative for long-term event detection. The accuracy of these data relative to investigator reported and event adjudicated results are unknown. Methods: We linked 3217 olde

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::249a4376d19e31cb584d2f4c29cc4788
https://doi.org/10.1161/circoutcomes.7.suppl_1.26