Application of Deep Interpolation Network for Clustering of Physiologic Time Series. - Yanjun Li 005; Yuanfang Ren; Tyler J. Loftus; Shounak Datta; Matthew Ruppert; Ziyuan Guan; Dapeng Oliver Wu; Parisa Rashidi; Tezcan Ozrazgat-Baslanti; Azra Bihorac (CoRR, 2020)

Multi-dimensional patient acuity estimation with longitudinal EHR tokenization and flexible transformer networks. - Benjamin Shickel; Brandon Silva; Tezcan Ozrazgat-Baslanti; Yuanfang Ren; Kia Khezeli; Ziyuan Guan; Patrick James Tighe; Azra Bihorac; Parisa Rashidi (Frontiers Digit. Health, 2022)

Dynamic Delirium Prediction in the Intensive Care Unit using Machine Learning on Electronic Health Records. - Miguel Contreras; Brandon Silva; Benjamin Shickel; Sabyasachi Bandyopadhyay; Ziyuan Guan; Yuanfang Ren; Tezcan Ozrazgat-Baslanti; Kia Khezeli; Azra Bihorac; Parisa Rashidi (BHI, 2023)

Diurnal Pain Classification in Critically Ill Patients using Machine Learning on Accelerometry and Analgesic Data. - Jessica Sena; Sabyasachi Bandyopadhyay; Mohammad Tahsin Mostafiz; Andrea Davidson; Ziyuan Guan; Jesimon Barreto; Tezcan Ozrazgat-Baslanti; Patrick James Tighe; Azra Bihorac; William Robson Schwartz; Parisa Rashidi (BIBM, 2023)

Computable Phenotypes to Characterize Changing Patient Brain Dysfunction in the Intensive Care Unit. - Yuanfang Ren; Tyler J. Loftus; Ziyuan Guan; Rayon Uddin; Benjamin Shickel; Carolina B. Maciel; Katharina Busl; Parisa Rashidi; Azra Bihorac; Tezcan Ozrazgat-Baslanti (CoRR, 2023)

Clinical Courses of Acute Kidney Injury in Hospitalized Patients: A Multistate Analysis. - Esra Adiyeke; Yuanfang Ren; Ziyuan Guan; Matthew M. Ruppert; Parisa Rashidi; Azra Bihorac; Tezcan Ozrazgat-Baslanti (CoRR, 2023)

AI-Enhanced Intensive Care Unit: Revolutionizing Patient Care with Pervasive Sensing. - Subhash Nerella; Ziyuan Guan; Scott Siegel; Jiaqing Zhang; Kia Khezeli; Azra Bihorac; Parisa Rashidi (CoRR, 2023)

Predicting risk of delirium from ambient noise and light information in the ICU. - Sabyasachi Bandyopadhyay; Ahna Cecil; Jessica Sena; Andrea Davidson; Ziyuan Guan; Subhash Nerella; Jiaqing Zhang; Kia Khezeli; Brooke Armfield; Azra Bihorac; Parisa Rashidi (CoRR, 2023)

Transformer Models for Acute Brain Dysfunction Prediction. - Brandon Silva; Miguel Contreras; Tezcan Ozrazgat-Baslanti; Yuanfang Ren; Ziyuan Guan; Kia Khezeli; Azra Bihorac; Parisa Rashidi (CoRR, 2023)

Identifying acute illness phenotypes via deep temporal interpolation and clustering network on physiologic signatures. - Yuanfang Ren; Yanjun Li 005; 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 (CoRR, 2023)

Detecting Visual Cues in the Intensive Care Unit and Association with Patient Clinical Status. - Subhash Nerella; Ziyuan Guan; Andrea Davidson; Yuanfang Ren; Tezcan Baslanti; Brooke Armfield; Patrick James Tighe; Azra Bihorac; Parisa Rashidi (CoRR, 2023)

APRICOT: Acuity Prediction in Intensive Care Unit (ICU): Predicting Stability, Transitions, and Life-Sustaining Therapies. - Miguel Contreras; Brandon Silva; Benjamin Shickel; Tezcan Ozrazgat-Baslanti; Yuanfang Ren; Ziyuan Guan; Sabyasachi Bandyopadhyay; Kia Khezeli; Azra Bihorac; Parisa Rashidi (CoRR, 2023)

Acute kidney injury prediction for non-critical care patients: a retrospective external and internal validation study. - Esra Adiyeke; Yuanfang Ren; Benjamin Shickel; Matthew M. Ruppert; Ziyuan Guan; Sandra L. Kane-Gill; Raghavan Murugan; Nabihah Amatullah; Britney A. Stottlemyer; Tiffany L. Tran; Dan Ricketts; Christopher M. Horvat; et al. (CoRR, 2024)

Temporal Cross-Attention for Dynamic Embedding and Tokenization of Multimodal Electronic Health Records. - 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; et al. (CoRR, 2024)

A multi-cohort study on prediction of acute brain dysfunction states using selective state space models. - Brandon Silva; Miguel Contreras; Sabyasachi Bandyopadhyay; Yuanfang Ren; Ziyuan Guan; Jeremy A. Balch; Kia Khezeli; Tezcan Ozrazgat-Baslanti; Benjamin Shickel; Azra Bihorac; Parisa Rashidi (CoRR, 2024)

Federated learning model for predicting major postoperative complications. - Yonggi Park; Yuanfang Ren; Benjamin Shickel; Ziyuan Guan; Ayush Patela; Yingbo Ma; Zhenhong Hu; Tyler J. Loftus; Parisa Rashidi; Tezcan Ozrazgat-Baslanti; Azra Bihorac (CoRR, 2024)

Global Contrastive Training for Multimodal Electronic Health Records with Language Supervision. - 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; et al. (CoRR, 2024)

Transparent AI: Developing an Explainable Interface for Predicting Postoperative Complications. - 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; et al. (CoRR, 2024)

Promoting AI Competencies for Medical Students: A Scoping Review on Frameworks, Programs, and Tools. - 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; et al. (CoRR, 2024)

DeLLiriuM: A large language model for delirium prediction in the ICU using structured EHR. - Miguel Contreras; Sumit Kapoor; Jiaqing Zhang; Andrea Davidson; Yuanfang Ren; Ziyuan Guan; Tezcan Ozrazgat-Baslanti; Subhash Nerella; Azra Bihorac; Parisa Rashidi (CoRR, 2024)

MANGO: Multimodal Acuity traNsformer for intelliGent ICU Outcomes. - 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 (CoRR, 2024)

MANDARIN: Mixture-of-Experts Framework for Dynamic Delirium and Coma Prediction in ICU Patients: Development and Validation of an Acute Brain Dysfunction Prediction Model. - 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 (CoRR, 2025)

MELON: Multimodal Mixture-of-Experts with Spectral-Temporal Fusion for Long-Term Mobility Estimation in Critical Care. - Jiaqing Zhang; Miguel Contreras; Jessica Sena; Andrea Davidson; Yuanfang Ren; Ziyuan Guan; Tezcan Ozrazgat-Baslanti; Tyler J. Loftus; Subhash Nerella; Azra Bihorac; Parisa Rashidi (CoRR, 2025)

Unlocking Health Insights with SDoH Data: A Comprehensive Open-Access Database and SDoH-EHR Linkage Tool. - Zhenhong Hu; Esra Adiyeke; Ziyuan Guan; Divya Vellanki; Jiahang Yu; Ruilin Zhu; Yuanfang Ren; Yingbo Ma; Annanya Sai Vedala; Tezcan Ozrazgat-Baslanti; Azra Bihorac (CoRR, 2025)

Validation of the MySurgeryRisk Algorithm for Predicting Complications and Death after Major Surgery: A Retrospective Multicenter Study Using OneFlorida Data Trust. - Yuanfang Ren; Esra Adiyeke; Ziyuan Guan; Zhenhong Hu; Mackenzie J. Meni; Benjamin Shickel; Parisa Rashidi; Tezcan Ozrazgat-Baslanti; Azra Bihorac (CoRR, 2025)