Software engineering principles to improve quality and performance of R software by Seth Russell, Tellen D. Bennett, Debashis Ghosh

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Open source and reproducible and inexpensive infrastructure for data challenges and education by Peter E. DeWitt, Margaret A. Rebull, Tellen D. Bennett

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Probabilistic Linkage of Two National Databases to Study Emergency Care and Hospital Readmission in Children who Survive Traumatic Injury by Tellen D. Bennett, Peter E. Dewitt, Elizabeth Juarez-Colunga, Lawrence J. Cook

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Change in effectiveness of sotrovimab for preventing hospitalization and mortality for at-risk COVID-19 outpatients during an Omicron BA.1 and BA.1.1-predominant phase by Neil R. Aggarwal, Laurel E. Beaty, Tellen D. Bennett, Nichole E. Carlson, David A. Mayer, Kyle C. Molina, Jennifer L. Peers, Seth Russell, Matthew K. Wynia, Adit A. Ginde

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Real-world evaluation of bebtelovimab effectiveness during the period of COVID-19 Omicron variants, including BA.4/BA.5 by Kyle C. Molina, Victoria Kennerley, Laurel E. Beaty, Tellen D. Bennett, Nichole E. Carlson, David A. Mayer, Jennifer L. Peers, Seth Russell, Matthew K. Wynia, Neil R. Aggarwal, Adit A. Ginde

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Effectiveness of subcutaneous monoclonal antibody treatment in emergency department outpatients with COVID‐19 by Sarah K. Wendel, Adane F. Wogu, Nichole E. Carlson, Laurel Beaty, Tellen D. Bennett, Kelly Bookman, David A. Mayer, Sean S. Michael, Kyle C. Molina, Jennifer L. Peers, Seth Russell, Richard D. Zane, Adit A. Ginde

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Clinical decision support tools for paediatric sepsis in resource-poor settings: an international qualitative study by Niranjan Kissoon, Matthew O Wiens, Luregn J Schlapbach, Olive Kabajaasi, Juan Camilo Jaramillo-Bustamante, Andrea Jimenez-Zambrano, Carly Ritger, Margaret Rebull, Andrew C Argent, Lauren R Sorce, R Scott Watson, Brooke Dorsey Holliman, Lazaro N Sanchez-Pinto, Tellen D Bennett

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A machine learning-based phenotype for long COVID in children: An EHR-based study from the RECOVER program. by Vitaly Lorman, Hanieh Razzaghi, Xing Song, Keith Morse, Levon Utidjian, Andrea J Allen, Suchitra Rao, Colin Rogerson, Tellen D Bennett, Hiroki Morizono, Daniel Eckrich, Ravi Jhaveri, Yungui Huang, Daksha Ranade, Nathan Pajor, Grace M Lee, Christopher B Forrest, L Charles Bailey

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Association between treatment failure and hospitalization after receipt of neutralizing monoclonal antibody treatment for COVID-19 outpatients by David J. Douin, Adane F. Wogu, Laurel E. Beaty, Nichole E. Carlson, Tellen D. Bennett, Neil R. Aggarwal, David A. Mayer, Toan C. Ong, Seth Russell, Jeffrey Steele, Jennifer L. Peers, Kyle C. Molina, Matthew K. Wynia, Adit A. Ginde

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Coding long COVID: characterizing a new disease through an ICD-10 lens by Emily R. Pfaff, Charisse Madlock-Brown, John M. Baratta, Abhishek Bhatia, Hannah Davis, Andrew Girvin, Elaine Hill, Elizabeth Kelly, Kristin Kostka, Johanna Loomba, Julie A. McMurry, Rachel Wong, Tellen D. Bennett, Richard Moffitt, Christopher G. Chute, Melissa Haendel, The N3C Consortium, The RECOVER Consortium

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A framework for future national pediatric pandemic respiratory disease severity triage: The HHS pediatric COVID-19 data challenge by Timothy Bergquist, Marie Wax, Tellen D. Bennett, Richard A. Moffitt, Jifan Gao, Guanhua Chen, Amalio Telenti, M. Cyrus Maher, Istvan Bartha, Lorne Walker, Benjamin E. Orwoll, Meenakshi Mishra, Joy Alamgir, Bruce L. Cragin, Christopher H. Ferguson, Hui-Hsing Wong, Anne Deslattes Mays, Leonie Misquitta, Kerry A. DeMarco, Kimberly L. Sciarretta, Sandeep A. Patel

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Risk factors associated with post-acute sequelae of SARS-CoV-2: an N3C and NIH RECOVER study by Elaine L. Hill, Hemalkumar B. Mehta, Suchetha Sharma, Klint Mane, Sharad Kumar Singh, Catherine Xie, Emily Cathey, Johanna Loomba, Seth Russell, Heidi Spratt, Peter E. DeWitt, Nariman Ammar, Charisse Madlock-Brown, Donald Brown, Julie A. McMurry, Christopher G. Chute, Melissa A. Haendel, Richard Moffitt, Emily R. Pfaff, Tellen D. Bennett, on behalf of the N3C Consortium, and the RECOVER Consortium

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An open source knowledge graph ecosystem for the life sciences by Tiffany J. Callahan, Ignacio J. Tripodi, Adrianne L. Stefanski, Luca Cappelletti, Sanya B. Taneja, Jordan M. Wyrwa, Elena Casiraghi, Nicolas A. Matentzoglu, Justin Reese, Jonathan C. Silverstein, Charles Tapley Hoyt, Richard D. Boyce, Scott A. Malec, Deepak R. Unni, Marcin P. Joachimiak, Peter N. Robinson, Christopher J. Mungall, Emanuele Cavalleri, Tommaso Fontana, Giorgio Valentini, Marco Mesiti, Lucas A. Gillenwater, Brook Santangelo, Nicole A. Vasilevsky, Robert Hoehndorf, Tellen D. Bennett, Patrick B. Ryan, George Hripcsak, Michael G. Kahn, Michael Bada, William A. Baumgartner, Lawrence E. Hunter

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Ontologizing health systems data at scale: making translational discovery a reality by Tiffany J. Callahan, Adrianne L. Stefanski, Jordan M. Wyrwa, Chenjie Zeng, Anna Ostropolets, Juan M. Banda, William A. Baumgartner, Richard D. Boyce, Elena Casiraghi, Ben D. Coleman, Janine H. Collins, Sara J. Deakyne Davies, James A. Feinstein, Asiyah Y. Lin, Blake Martin, Nicolas A. Matentzoglu, Daniella Meeker, Justin Reese, Jessica Sinclair, Sanya B. Taneja, Katy E. Trinkley, Nicole A. Vasilevsky, Andrew E. Williams, Xingmin A. Zhang, Joshua C. Denny, Patrick B. Ryan, George Hripcsak, Tellen D. Bennett, Melissa A. Haendel, Peter N. Robinson, Lawrence E. Hunter, Michael G. Kahn

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Distinct clinical phenotypes in paediatric cancer patients with sepsis are associated with different outcomes—an international multicentre retrospective studyResearch in context by Roelie M. Wösten-van Asperen, Hannah M. la Roi-Teeuw, Rombout BE. van Amstel, Lieuwe DJ. Bos, Wim JE. Tissing, Iolanda Jordan, Christian Dohna-Schwake, Gabriella Bottari, John Pappachan, Roman Crazzolara, Rosanna I. Comoretto, Agniezka Mizia-Malarz, Andrea Moscatelli, María Sánchez-Martín, Jef Willems, Colin M. Rogerson, Tellen D. Bennett, Yuan Luo, Mihir R. Atreya, E.Vincent S. Faustino, Alon Geva, Scott L. Weiss, Luregn J. Schlapbach, L Nelson Sanchez-Pinto, Marina Caballero, Adriana Margarit, Roi Campos, Paula Möller, Carmela Serpe, Angela Amigoni, Maria Damps, Alessia Montaguti, Giacomo Tardini, Juliane Bubeck-Wardenburg, Reid Farris Farris, Mark Hall, Grace Chong, Sareen Shah, Robinder Khemani, Emily Stroup

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Pediatric Sepsis Definition—A Systematic Review Protocol by the Pediatric Sepsis Definition Taskforce by Kusum Menon, MD, MSc, Luregn J. Schlapbach, MD, Samuel Akech, MBChB, MMED, Andrew Argent, MBBCh, MD, Kathleen Chiotos, MD, MSCE, Mohammod Jobayer Chisti, MBBS, MMed, PhD, Jemila Hamid, PhD, Paul Ishimine, MD, Niranjan Kissoon, MD, Rakesh Lodha, MD, Cláudio Flauzino Oliveira, MD, Mark Peters, MBChB, PhD, Pierre Tissieres, MD, PhD, R. Scott Watson, MD, MPH, Matthew O. Wiens, PharmD, PhD, James L. Wynn, MD, Lauren R. Sorce, BSN, PhD, for the Pediatric Sepsis Definition Taskforce of the Society of Critical Care Medicine, Luregn J. Schlapbach, R. Scott Watson, Andrew Argent, Lauren R. Sorce, Elizabeth R. Alpern, Fran Balamuth, Tellen D. Bennett, Paolo Biban, Joe Carcillo, Enitan Carrol, Kathleen Chiotos, Mohammod Jobayer Chisti, Idris Evans, Lu Guoping, Mark W. Hall, David Inwald, Paul Ishimine, Michael Levin, Niranjan (Tex) Kissoon, Rakesh Lodha, Kathryn Maitland, Simon Nadel, Satoshi Nakagawa, Claudio Flauzino Oliveira, Mark Peters, Adrienne G. Randolph, Suchitra Ranjit, L. Nelson Sanchez-Pinto, Halden F. Scott, Daniela Carla Souza, Paul Tissieres, Juliane Bubeck Wardenburg, Scott L. Weiss, Wilson Milton Were, Matt Wiens, James L. Wynn, Jerry J. Zimmerman

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Nonelective coronary artery bypass graft outcomes are adversely impacted by Coronavirus disease 2019 infection, but not altered processes of care: A National COVID Cohort Collabora... by Emily A. Grimsley, MD, Johnathan V. Torikashvili, BS, Haroon M. Janjua, MS, Meagan D. Read, MD, Anai N. Kothari, MD, MS, Nate B. Verhagen, BS, Ricardo Pietrobon, MD, PhD, Paul C. Kuo, MD, MS, MBA, Michael P. Rogers, MD, MS, Adam B. Wilcox, Adam M. Lee, Alexis Graves, Alfred (Jerrod) Anzalone, Amin Manna, Amit Saha, Amy Olex, Andrea Zhou, Andrew E. Williams, Andrew Southerland, Andrew T. Girvin, Anita Walden, Anjali A. Sharathkumar, Benjamin Amor, Benjamin Bates, Brian Hendricks, Brijesh Patel, Caleb Alexander, Carolyn Bramante, Cavin Ward-Caviness, Charisse Madlock-Brown, Christine Suver, Christopher Chute, Christopher Dillon, Chunlei Wu, Clare Schmitt, Cliff Takemoto, Dan Housman, Davera Gabriel, David A. Eichmann, Diego Mazzotti, Don Brown, Eilis Boudreau, Elaine Hill, Elizabeth Zampino, Emily Carlson Marti, Emily R. Pfaff, Evan French, Farrukh M. Koraishy, Federico Mariona, Fred Prior, George Sokos, Greg Martin, Harold Lehmann, Heidi Spratt, Hemalkumar Mehta, Hongfang Liu, Hythem Sidky, J.W. Awori Hayanga, Jami Pincavitch, Jaylyn Clark, Jeremy Richard Harper, Jessica Islam, Jin Ge, Joel Gagnier, Joel H. Saltz, Joel Saltz, Johanna Loomba, John Buse, Jomol Mathew, Joni L. Rutter, Julie A. McMurry, Justin Guinney, Justin Starren, Karen Crowley, Katie Rebecca Bradwell, Kellie M. Walters, Ken Wilkins, Kenneth R. Gersing, Kenrick Dwain Cato, Kimberly Murray, Kristin Kostka, Lavance Northington, Lee Allan Pyles, Leonie Misquitta, Lesley Cottrell, Lili Portilla, Mariam Deacy, Mark M. Bissell, Marshall Clark, Mary Emmett, Mary Morrison Saltz, Matvey B. Palchuk, Melissa A. Haendel, Meredith Adams, Meredith Temple-O'Connor, Michael G. Kurilla, Michele Morris, Nabeel Qureshi, Nasia Safdar, Nicole Garbarini, Noha Sharafeldin, Ofer Sadan, Patricia A. Francis, Penny Wung Burgoon, Peter Robinson, Philip R.O. Payne, Rafael Fuentes, Randeep Jawa, Rebecca Erwin-Cohen, Rena Patel, Richard A. Moffitt, Richard L. Zhu, Rishi Kamaleswaran, Robert Hurley, Robert T. Miller, Saiju Pyarajan, Sam G. Michael, Samuel Bozzette, Sandeep Mallipattu, Satyanarayana Vedula, Scott Chapman, Shawn T. O'Neil, Soko Setoguchi, Stephanie S. Hong, Steve Johnson, Tellen D. Bennett, Tiffany Callahan, Umit Topaloglu, Usman Sheikh, Valery Gordon, Vignesh Subbian, Warren A. Kibbe, Wenndy Hernandez, Will Beasley, Will Cooper, William Hillegass, Xiaohan Tanner Zhang

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