Tyler J. Loftus

27 papers Journal 26Unranked 1

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Federated Learning with Multi-Partner OneFlorida+ Consortium Data for Predicting Major Postoperative Complications. CoRR Yuanfang Ren, Varun Sai Vemuri, Zhenhong Hu, Benjamin Shickel, Ziyuan Guan, Tyler J. Loftus, Parisa Rashidi, Tezcan Ozrazgat-Baslanti, Azra Bihorac
2025	J	`jnl`	Equipping mathematical models for hospital dynamics using information theory. npj Digit. Medicine Jeremy A. Balch, Jackson G. Brandberg, Robert T. Andris, Ian G. Mesner, Daniel Nametz, Murad Megjhani, Matthew M. Ruppert, Die Hu, Matthew T. Clark, Benjamin Shickel, Benjamin L. Ranard, John B. Delos, David J. Albers, Tyler J. Loftus, Soojin Park, J. Randall Moorman
2025	J	`jnl`	Learning optimal treatment strategies for intraoperative hypotension using deep reinforcement learning. CoRR Esra Adiyeke, Tianqi Liu, Venkata Sai Dheeraj Naganaboina, Han Li, Tyler J. Loftus, Yuanfang Ren, Benjamin Shickel, Matthew M. Ruppert, Karandeep Singh, Ruogu Fang, Parisa Rashidi, Azra Bihorac, Tezcan Ozrazgat-Baslanti
2025	J	`jnl`	MANDARIN: Mixture-of-Experts Framework for Dynamic Delirium and Coma Prediction in ICU Patients: Development and Validation of an Acute Brain Dysfunction Prediction Model. CoRR Miguel Contreras, Jessica Sena, Andrea Davidson, Jiaqing Zhang, Tezcan Ozrazgat-Baslanti, Yuanfang Ren, Ziyuan Guan, Jeremy A. Balch, Tyler J. Loftus, Subhash Nerella, Azra Bihorac, Parisa Rashidi
2025	—	`conf`	MELON: Multimodal Mixture-of-Experts with Spectral-Temporal Fusion for Long-Term MObility EstimatioN in Critical Care. MICCAI (15) Jiaqing Zhang, Miguel Contreras, Jessica Sena, Andrea Davidson, Yuanfang Ren, Ziyuan Guan, Tezcan Ozrazgat-Baslanti, Tyler J. Loftus, Subhash Nerella, Azra Bihorac, Parisa Rashidi
2025	J	`jnl`	MELON: Multimodal Mixture-of-Experts with Spectral-Temporal Fusion for Long-Term Mobility Estimation in Critical Care. CoRR Jiaqing Zhang, Miguel Contreras, Jessica Sena, Andrea Davidson, Yuanfang Ren, Ziyuan Guan, Tezcan Ozrazgat-Baslanti, Tyler J. Loftus, Subhash Nerella, Azra Bihorac, Parisa Rashidi
2024	J	`jnl`	Federated learning model for predicting major postoperative complications. CoRR Yonggi Park, Yuanfang Ren, Benjamin Shickel, Ziyuan Guan, Ayush Patela, Yingbo Ma, Zhenhong Hu, Tyler J. Loftus, Parisa Rashidi, Tezcan Ozrazgat-Baslanti, Azra Bihorac
2024	J	`jnl`	Global Contrastive Training for Multimodal Electronic Health Records with Language Supervision. CoRR Yingbo Ma, Suraj Kolla, Zhenhong Hu, Dhruv Kaliraman, Victoria Nolan, Ziyuan Guan, Yuanfang Ren, Brooke Armfield, Tezcan Ozrazgat-Baslanti, Jeremy A. Balch, Tyler J. Loftus, Parisa Rashidi, Azra Bihorac, Benjamin Shickel
2024	J	`jnl`	MANGO: Multimodal Acuity traNsformer for intelliGent ICU Outcomes. CoRR Jiaqing Zhang, Miguel Contreras, Sabyasachi Bandyopadhyay, Andrea Davidson, Jessica Sena, Yuanfang Ren, Ziyuan Guan, Tezcan Ozrazgat-Baslanti, Tyler J. Loftus, Subhash Nerella, Azra Bihorac, Parisa Rashidi
2024	J	`jnl`	Predicting patient reported outcome measures: a scoping review for the artificial intelligence-guided patient preference predictor. Frontiers Artif. Intell. Jeremy A. Balch, A. Hayes Chatham, Philip K. W. Hong, Lauren Manganiello, Naveen Baskaran, Azra Bihorac, Benjamin Shickel, Ray E. Moseley, Tyler J. Loftus
2024	J	`jnl`	Promoting AI Competencies for Medical Students: A Scoping Review on Frameworks, Programs, and Tools. CoRR Yingbo Ma, Yukyeong Song, Jeremy A. Balch, Yuanfang Ren, Divya Vellanki, Zhenhong Hu, Meghan Brennan, Suraj Kolla, Ziyuan Guan, Brooke Armfield, Tezcan Ozrazgat-Baslanti, Parisa Rashidi, Tyler J. Loftus, Azra Bihorac, Benjamin Shickel
2024	J	`jnl`	Temporal Cross-Attention for Dynamic Embedding and Tokenization of Multimodal Electronic Health Records. CoRR Yingbo Ma, Suraj Kolla, Dhruv Kaliraman, Victoria Nolan, Zhenhong Hu, Ziyuan Guan, Yuanfang Ren, Brooke Armfield, Tezcan Ozrazgat-Baslanti, Tyler J. Loftus, Parisa Rashidi, Azra Bihorac, Benjamin Shickel
2024	J	`jnl`	Transparent AI: Developing an Explainable Interface for Predicting Postoperative Complications. CoRR Yuanfang Ren, Chirayu Tripathi, Ziyuan Guan, Ruilin Zhu, Victoria Hougha, Yingbo Ma, Zhenhong Hu, Jeremy A. Balch, Tyler J. Loftus, Parisa Rashidi, Benjamin Shickel, Tezcan Ozrazgat-Baslanti, Azra Bihorac
2023	J	`jnl`	Commentary: Machine learning in clinical decision-making. Frontiers Digit. Health Amanda C. Filiberto, Daniel A. Donoho, Ira L. Leeds, Tyler J. Loftus
2023	J	`jnl`	Computable Phenotypes to Characterize Changing Patient Brain Dysfunction in the Intensive Care Unit. CoRR Yuanfang Ren, Tyler J. Loftus, Ziyuan Guan, Rayon Uddin, Benjamin Shickel, Carolina B. Maciel, Katharina Busl, Parisa Rashidi, Azra Bihorac, Tezcan Ozrazgat-Baslanti
2023	J	`jnl`	Identifying acute illness phenotypes via deep temporal interpolation and clustering network on physiologic signatures. CoRR Yuanfang Ren, Yanjun Li, Tyler J. Loftus, Jeremy A. Balch, Kenneth L. Abbott, Shounak Datta, Matthew M. Ruppert, Ziyuan Guan, Benjamin Shickel, Parisa Rashidi, Tezcan Ozrazgat-Baslanti, Azra Bihorac
2023	J	`jnl`	The Potential of Wearable Sensors for Assessing Patient Acuity in Intensive Care Unit (ICU). CoRR Jessica Sena, Mohammad Tahsin Mostafiz, Jiaqing Zhang, Andrea Davidson, Sabyasachi Bandyopadhyay, Yuanfang Ren, Tezcan Ozrazgat-Baslanti, Benjamin Shickel, Tyler J. Loftus, William Robson Schwartz, Azra Bihorac, Parisa Rashidi
2022	J	`jnl`	Evaluation of federated learning variations for COVID-19 diagnosis using chest radiographs from 42 US and European hospitals. J. Am. Medical Informatics Assoc. Le Peng, Gaoxiang Luo, Andrew Walker, Zachary Zaiman, Emma K. Jones, Hemant Gupta, Kristopher Kersten, John L. Burns, Christopher A. Harle, Tanja Magoc, Benjamin Shickel, Scott D. Steenburg, Tyler J. Loftus, Genevieve B. Melton, Judy Wawira Gichoya, Ju Sun, Christopher J. Tignanelli
2022	J	`jnl`	Personalized decision-making for acute cholecystitis: Understanding surgeon judgment. Frontiers Digit. Health Amanda C. Filiberto, Philip A. Efron, Amanda Frantz, Azra Bihorac, Gilbert R. Upchurch Jr., Tyler J. Loftus
2022	J	`jnl`	Phenotype clustering in health care: A narrative review for clinicians. Frontiers Artif. Intell. Tyler J. Loftus, Benjamin Shickel, Jeremy A. Balch, Patrick James Tighe, Kenneth L. Abbott, Brian Fazzone, Erik M. Anderson, Jared Rozowsky, Tezcan Ozrazgat-Baslanti, Yuanfang Ren, Scott A. Berceli, William R. Hogan, Philip A. Efron, J. Randall Moorman, Parisa Rashidi, Gilbert R. Upchurch Jr., Azra Bihorac
2021	J	`jnl`	Editorial: Machine Learning in Clinical Decision-Making. Frontiers Digit. Health Amanda C. Filiberto, Ira L. Leeds, Tyler J. Loftus
2020	J	`jnl`	Application of Deep Interpolation Network for Clustering of Physiologic Time Series. CoRR Yanjun Li, Yuanfang Ren, Tyler J. Loftus, Shounak Datta, Matthew Ruppert, Ziyuan Guan, Dapeng Oliver Wu, Parisa Rashidi, Tezcan Ozrazgat-Baslanti, Azra Bihorac
2020	J	`jnl`	Development of Computable Phenotype to Identify and Characterize Transitions in Acuity Status in Intensive Care Unit. CoRR Yuanfang Ren, Tyler J. Loftus, Rahul Sai Kasula, Prudhvee Narasimha Sadha, Parisa Rashidi, Azra Bihorac, Tezcan Ozrazgat-Baslanti
2020	J	`jnl`	Interpretable Multi-Task Deep Neural Networks for Dynamic Predictions of Postoperative Complications. CoRR Benjamin Shickel, Tyler J. Loftus, Shounak Datta, Tezcan Ozrazgat-Baslanti, Azra Bihorac, Parisa Rashidi
2019	J	`jnl`	Added Value of Intraoperative Data for Predicting Postoperative Complications: Development and Validation of a MySurgeryRisk Extension. CoRR Shounak Datta, Tyler J. Loftus, Matthew M. Ruppert, Chris Giordano, Lasith Adhikari, Ying-Chih Peng, Yuanfang Ren, Benjamin Shickel, Zheng Feng, Gloria Lipori, Gilbert R. Upchurch Jr., Xiaolin Li, Parisa Rashidi, Tezcan Ozrazgat-Baslanti, Azra Bihorac
2019	J	`jnl`	Mysteries, Epistemological Modesty, and Artificial Intelligence in Surgery. Frontiers Artif. Intell. Tyler J. Loftus, Gilbert R. Upchurch Jr., Daniel Delitto, Parisa Rashidi, Azra Bihorac
2018	J	`jnl`	DeepSOFA: A Real-Time Continuous Acuity Score Framework using Deep Learning. CoRR Benjamin Shickel, Tyler J. Loftus, Tezcan Ozrazgat-Baslanti, Ashkan Ebadi, Azra Bihorac, Parisa Rashidi