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Fundamental Intelligent Building Blocks of the Intensive Care Unit (ICU) of the Future: Intelligent ICU of the Future
Sponsor: University of Florida
Summary
The objective of this project is to create deep learning and machine learning models capable of recognizing patient visual cues, including facial expressions such as pain and functional activity. Many important details related to the visual assessment of patients, such as facial expressions like pain, head and extremity movements, posture, and mobility are captured sporadically by overburdened nurses or are not captured at all. Consequently, these important visual cues, although associated with critical indices, such as physical functioning, pain, and impending clinical deterioration, often cannot be incorporated into clinical status. The study team will develop a sensing system to recognize facial and body movements as patient visual cues. As part of a secondary evaluation method the study team will assess the models ability to detect delirium.
Official title: Intelligent ICU of the Future Subtitles: *Autonomous Pain Recognition in Non-Verbal and Critically Ill Patients *Fundamental Intelligent Building Blocks of the Intensive Care Unit (ICU) of the Future *Intelligent Intensive Care Unit (I2CU): Pervasive Sensing and Artificial Intelligence for Augmented Clinical Decision-making *ADAPT: Autonomous Delirium Monitoring and Adaptive Prevention
Key Details
Gender
All
Age Range
18 Years - 100 Years
Study Type
OBSERVATIONAL
Enrollment
71
Start Date
2016-02-03
Completion Date
2028-07
Last Updated
2025-06-03
Healthy Volunteers
No
Interventions
Video Monitoring
Patients may have video monitoring for up to seven days while in the ICU. The video system will be placed in an unobtrusive area in the patient's ICU room.
Accelerometer Monitoring
Patients may have accelerometer monitoring for up to seven days while in the ICU. Commercially available accelerometer units, which have been validated in previous clinical studies, will be used.
Electromyographic Monitoring
Patients may have electromyographic monitoring for up to seven days while in the ICU.
Noise Level Monitoring
Patients may have noise level monitoring (in decibels) for up to seven days while in the ICU.
Light Level Monitoring
Patients may have light level monitoring for up to seven days while in the ICU.
Locations (1)
UF Health Shands Hospital
Gainesville, Florida, United States