Gamification for Machine Learning in Surgical Patient Engagement by Jeremy A. Balch, Philip A. Efron, Azra Bihorac, Azra Bihorac, Tyler J. Loftus, Tyler J. Loftus

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Personalized decision-making for acute cholecystitis: Understanding surgeon judgment by Amanda C. Filiberto, Philip A. Efron, Amanda Frantz, Azra Bihorac, Azra Bihorac, Gilbert R. Upchurch, Tyler J. Loftus, Tyler J. Loftus

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Editorial: Machine Learning in Clinical Decision-Making by Amanda C. Filiberto, Ira L. Leeds, Tyler J. Loftus

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Commentary: Machine learning in clinical decision-making by Amanda C. Filiberto, Daniel A. Donoho, Ira L. Leeds, Tyler J. Loftus

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Mysteries, Epistemological Modesty, and Artificial Intelligence in Surgery by Tyler J. Loftus, Gilbert R. Upchurch, Daniel Delitto, Parisa Rashidi, Azra Bihorac

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Cardiovascular and Renal Disease in Chronic Critical Illness by Tyler J. Loftus, Amanda C. Filiberto, Tezcan Ozrazgat-Baslanti, Saraswathi Gopal, Azra Bihorac

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Dynamic predictions of postoperative complications from explainable, uncertainty-aware, and multi-task deep neural networks by Benjamin Shickel, Tyler J. Loftus, Matthew Ruppert, Gilbert R. Upchurch, Tezcan Ozrazgat-Baslanti, Parisa Rashidi, Azra Bihorac

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Objective predictors of intern performance by Amanda C. Filiberto, Lou Ann Cooper, Tyler J. Loftus, Sonja S. Samant, George A. Sarosi, Sanda A. Tan

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Survival and neurologic outcomes following aortic occlusion for trauma and hemorrhagic shock in a hybrid operating room by Jeremy A. Balch, Tyler J. Loftus, Philip A. Efron, Alicia M. Mohr, Gilbert R. Upchurch, R. Stephen Smith

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Machine Learning Applications in Solid Organ Transplantation and Related Complications by Jeremy A. Balch, Daniel Delitto, Patrick J. Tighe, Patrick J. Tighe, Patrick J. Tighe, Ali Zarrinpar, Philip A. Efron, Parisa Rashidi, Parisa Rashidi, Parisa Rashidi, Parisa Rashidi, Gilbert R. Upchurch, Azra Bihorac, Azra Bihorac, Tyler J. Loftus, Tyler J. Loftus

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Phenotype clustering in health care: A narrative review for clinicians by Tyler J. Loftus, Tyler J. Loftus, Tyler J. Loftus, Benjamin Shickel, Benjamin Shickel, Jeremy A. Balch, Patrick J. Tighe, Kenneth L. Abbott, Brian Fazzone, Erik M. Anderson, Jared Rozowsky, Tezcan Ozrazgat-Baslanti, Tezcan Ozrazgat-Baslanti, Tezcan Ozrazgat-Baslanti, Yuanfang Ren, Yuanfang Ren, Yuanfang Ren, Scott A. Berceli, William R. Hogan, Philip A. Efron, J. Randall Moorman, Parisa Rashidi, Parisa Rashidi, Parisa Rashidi, Gilbert R. Upchurch, Azra Bihorac, Azra Bihorac, Azra Bihorac

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Machine Learning–Enabled Clinical Information Systems Using Fast Healthcare Interoperability Resources Data Standards: Scoping Review by Jeremy A Balch, Matthew M Ruppert, Tyler J Loftus, Ziyuan Guan, Yuanfang Ren, Gilbert R Upchurch, Tezcan Ozrazgat-Baslanti, Parisa Rashidi, Azra Bihorac

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Defining critical illness using immunological endotypes in patients with and without sepsis: a cohort study by Jeremy A. Balch, Uan-I Chen, Oliver Liesenfeld, Petr Starostik, Tyler J. Loftus, Philip A. Efron, Scott C. Brakenridge, Timothy E. Sweeney, Lyle L. Moldawer

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Identifying acute illness phenotypes via deep temporal interpolation and clustering network on physiologic signatures by Yuanfang Ren, Yanjun Li, Tyler J. Loftus, Jeremy Balch, Kenneth L. Abbott, Matthew M. Ruppert, Ziyuan Guan, Benjamin Shickel, Parisa Rashidi, Tezcan Ozrazgat-Baslanti, Azra Bihorac

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Methods for Phenotyping Adult Patients in Sepsis and Septic Shock: A Scoping Review by Han Li, BS, Asena Markal, BS, Jeremy A. Balch, MD, Tyler J. Loftus, MD, Philip A. Efron, MD, Tezcan Ozrazgat-Baslanti, PhD, Azra Bihorac, MD

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From bench to bedside: Pursuing equity in precision medicine approaches to pancreatic cancer care by Kelly M. Herremans, Andrea N. Riner, Angel M. Charles, Jeremy A. Balch, Vignesh Vudatha, Devon C. Freudenberger, Ibrahim Nassour, Steven J. Hughes, Jose G. Trevino, Tyler J. Loftus

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Federated learning for preserving data privacy in collaborative healthcare research by Tyler J Loftus, Matthew M Ruppert, Benjamin Shickel, Tezcan Ozrazgat-Baslanti, Jeremy A Balch, Philip A Efron, Gilbert R Upchurch, Parisa Rashidi, Christopher Tignanelli, Jiang Bian, Azra Bihorac

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Physiologic signatures within six hours of hospitalization identify acute illness phenotypes. by Yuanfang Ren, Tyler J Loftus, Yanjun Li, Ziyuan Guan, Matthew M Ruppert, Shounak Datta, Gilbert R Upchurch, Patrick J Tighe, Parisa Rashidi, Benjamin Shickel, Tezcan Ozrazgat-Baslanti, Azra Bihorac

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Overlapping but Disparate Inflammatory and Immunosuppressive Responses to SARS-CoV-2 and Bacterial Sepsis: An Immunological Time Course Analysis by Tyler J. Loftus, Ricardo Ungaro, Marvin Dirain, Philip A. Efron, Monty B. Mazer, Kenneth E. Remy, Richard S. Hotchkiss, Luer Zhong, Rhonda Bacher, Petr Starostik, Lyle L. Moldawer, Scott C. Brakenridge

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Uncertainty-aware deep learning in healthcare: A scoping review. by Tyler J Loftus, Benjamin Shickel, Matthew M Ruppert, Jeremy A Balch, Tezcan Ozrazgat-Baslanti, Patrick J Tighe, Philip A Efron, William R Hogan, Parisa Rashidi, Gilbert R Upchurch, Azra Bihorac

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