End-to-End Machine Learning Framework for Facial AU Detection in Intensive Care Units. - Subhash Nerella; Kia Khezeli; Andrea Davidson; Patrick James Tighe; Azra Bihorac; Parisa Rashidi (CoRR, 2022)

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)

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)

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)

The Potential of Wearable Sensors for Assessing Patient Acuity in Intensive Care Unit (ICU). - 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 (CoRR, 2023)

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)

Quantifying Circadian Desynchrony in ICU Patients and Its Association with Delirium. - Yuanfang Ren; Andrea Davidson; Jiaqing Zhang; Miguel Contreras; Ayush Patela; Michelle Gumz; Tezcan Ozrazgat-Baslanti; Parisa Rashidi; Azra Bihorac (CoRR, 2025)

An Iterative, User-Centered Design of a Clinical Decision Support System for Critical Care Assessments: Co-Design Sessions with ICU Clinical Providers. - Andrea Davidson; Jessica M. Ray; Ayush Patela; Yulia Strekalova Levites; Parisa Rashidi; Azra Bihorac (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)

Human-Centered Development of an Explainable AI Framework for Real-Time Surgical Risk Surveillance. - Andrea Davidson; Jessica M. Ray; Yulia Strekalova Levites; Parisa Rashidi; Azra Bihorac (CoRR, 2025)