Real-time State of Vigilance Monitor for the Neonatal Intensive Care Unit
NCT04920175 · Status: COMPLETED · Type: OBSERVATIONAL · Enrollment: 39
Last updated 2025-01-24
Summary
The goal of this observational study is to collect data to develop a complete package (hardware, user interface software and algorithms) that can monitor sleep-wake stages in neonates. Real-time EEG data will be used to develop and refine the prototype monitor's ability to provide direct real-time information about sleep-wake state. The study design includes multiple iterative training/testing stages to refine the prototype. The study is divided into multiple sub-aims conducted in parallel: data acquisition, algorithm development (including comparison between gold-standard polysomnogram vs. novel algorithm markings of sleep-stages), and graphical user interface software development. The data acquisition and algorithm development are iterative and linked, such that the prototype algorithm from one iteration will be deployed real-time during the next iteration of data acquisition. This allows verification that the algorithm can perform real-time and provides prospective testing data, which is later folded into the training data for the next iteration, for verification and validation of the system.
Conditions
- Sleep Disturbance in Infancy (Disorder)
- Neonatal Disease
Interventions
- OTHER
-
Novel Real-time Neonatal Sleep Stage Detection Algorithm
Comparison of Novel Real-time Neonatal Sleep Stage Detection Algorithm to gold standard concurrent polysomnogram.
Sponsors & Collaborators
-
University of Nebraska
collaborator OTHER -
National Heart, Lung, and Blood Institute (NHLBI)
collaborator NIH - lead OTHER
Principal Investigators
-
John Barks, MD · University of Michigan
-
Stephen Gliske, PhD · University of Nebraska
Eligibility
- Min Age
- 1 Day
- Max Age
- 1 Year
- Sex
- ALL
- Healthy Volunteers
- No
Timeline & Regulatory
- Start
- 2021-09-01
- Primary Completion
- 2024-12-19
- Completion
- 2024-12-19
Countries
- United States
Study Locations
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