activity
20242026
collaborators

6 papers

cs.LG2026

Risk Stratification for ICU Delirium using Pervasive Ambient Sensing Information

Jiaqing Zhang, Sabyasachi Bandyopadhyay, Miguel Contreras +8

Delirium is a common and serious complication in the Intensive Care Unit (ICU), associated with increased morbidity, prolonged hospital stays, and higher healthcare costs. Despite…

cs.LG2025

MELON: Multimodal Mixture-of-Experts with Spectral-Temporal Fusion for Long-Term Mobility Estimation in Critical Care

Jiaqing Zhang, Miguel Contreras, Jessica Sena +8

Patient mobility monitoring in intensive care is critical for ensuring timely interventions and improving clinical outcomes. While accelerometry-based sensor data are widely adopte…

eess.SP2024

MANGO: Multimodal Acuity traNsformer for intelliGent ICU Outcomes

Jiaqing Zhang, Miguel Contreras, Sabyasachi Bandyopadhyay +9

Estimation of patient acuity in the Intensive Care Unit (ICU) is vital to ensure timely and appropriate interventions. Advances in artificial intelligence (AI) technologies have si…

cs.AI2024

AI-Enhanced Intensive Care Unit: Revolutionizing Patient Care with Pervasive Sensing

Subhash Nerella, Ziyuan Guan, Scott Siegel +5

The intensive care unit (ICU) is a specialized hospital space where critically ill patients receive intensive care and monitoring. Comprehensive monitoring is imperative in assessi…

cs.AI2024

DeLLiriuM: A large language model for delirium prediction in the ICU using structured EHR

Miguel Contreras, Sumit Kapoor, Jiaqing Zhang +7

Delirium is an acute confusional state that has been shown to affect up to 31% of patients in the intensive care unit (ICU). Early detection of this condition could lead to more ti…

cs.CV2024

Leveraging Computer Vision in the Intensive Care Unit (ICU) for Examining Visitation and Mobility

Scott Siegel, Jiaqing Zhang, Sabyasachi Bandyopadhyay +5

Despite the importance of closely monitoring patients in the Intensive Care Unit (ICU), many aspects are still assessed in a limited manner due to the time constraints imposed on h…