Research Impact
Impact of Selected Publications

2023

“Postoperative Overtriage to an Intensive Care Unit Is Associated with Low Value of Care,” Tyler Loftus, Matthew M. Ruppert, Tezcan Ozrazgat-Baslanti, Jeremy A. Balch, Benjamin Shickel, Die Hu, Philip A. Efron, Patrick J. Tighe, William R. Hogan, Parisa Rashidi, Gilbert R. Upchurch Jr., and Azra Bihorac, Annals of Surgery, vol. 277, issue 2.

2022

“Performance of a Machine Learning Algorithm Using Electronic Health Record Data to Predict Postoperative Complications and Report on a Mobile Platform,” Yuanfang Ren, Tyler J. Loftus, Shounak Datta, Matthew M. Ruppert, Ziyuan Guan, Shunshun Miao, Benjamin Shickel, Zheng Feng, Chris Giordano, Gilbert R. Upchurch Jr, Parisa Rashidi, Tezcan Ozrazgat-Baslanti, and Azra Bihorac, JAMA Network Open, vol. 5, issue 5.

“Artificial Intelligence-Enabled Decision Support in Nephrology,” Tyler J. Loftus, Benjamin Shickel, Tezcan Ozrazgat-Baslanti, Yuanfang Ren, Benjamin S. Glicksberg, Jie Cao, Karandeep Singh, Lili Chan, Girish N. Nadkarni, and Azra Bihorac, Nature Reviews Nephrology, vol. 18.

“Clinical Trajectories of Acute Kidney Injury in Surgical Sepsis: A Prospective Observational Study,” Tezcan Ozrazgat-Baslanti, Tyler Loftus, Rajesh Mohandas, Quran Wu, Scott Brakenridge, Babette Brumback, Philip A. Efron, Stephen Anton, Frederick A. Moore, Lyle L. Moldawer, Mark S. Segal, and Azra Bihorac, Annals of Surgery, vol. 275, issue 6.

“Ideal Algorithms in Healthcare: Explainable, Dynamic, Precise, Autonomous, Fair, and Reproducible,” Tyler J. Loftus, Patrick J. Tighe, Tezcan Ozrazgat-Baslanti, John P. Davis, Matthew M. Ruppert, Yuanfang Ren, Benjamin Shickel, Rishikesan Kamaleswaran, William R. Hogan, J. Randall Moorman, Gilbert R. Upchurch Jr, Parisa Rashidi, and Azra Bihorac, PLOS Digital Health, vol. 1, issue 1.

2021

“Multi-Task Prediction of Clinical Outcomes in the Intensive Care Unit Using Flexible Multimodal Transformers,” Benjamin Shickel, Patrick J. Tighe, Azra Bihorac, and Parisa Rashidi, arXiv, arXiv:2111.05431v1, Nov. 2021.

“Reinforcement Learning in Surgery,” Shounak Datta, Yanjun Li, Matthew M. Ruppert, Yuanfang Ren, Benjamin Shickel, Tezcan Ozrazgat-Baslanti, Parisa Rashidi, and Azra Bihorac, Surgery, vol. 170, issue 1.

“Advances in Artificial Intelligence and Deep Learning Systems in ICU-Related Acute Kidney Injury,” Tezcan Ozrazgat-Baslanti, Tyler J. Loftus, Yuanfang Ren, Matthew Ruppert, and Azra Bihorac, Current Opinion in Critical Care, vol. 27, issue 6.

2021

“Multi-Task Prediction of Clinical Outcomes in the Intensive Care Unit Using Flexible Multimodal Transformers,” Benjamin Shickel, Patrick J. Tighe, Azra Bihorac, and Parisa Rashidi, arXiv, arXiv:2111.05431v1, Nov. 2021.

“Reinforcement Learning in Surgery,” Shounak Datta, Yanjun Li, Matthew M. Ruppert, Yuanfang Ren, Benjamin Shickel, Tezcan Ozrazgat-Baslanti, Parisa Rashidi, and Azra Bihorac, Surgery, vol. 170, issue 1.

“Advances in Artificial Intelligence and Deep Learning Systems in ICU-Related Acute Kidney Injury,” Tezcan Ozrazgat-Baslanti, Tyler J. Loftus, Yuanfang Ren, Matthew Ruppert, and Azra Bihorac, Current Opinion in Critical Care, vol. 27, issue 6.