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Pervasive Sensing and AI in Intelligent ICU
NCT05127265 · View on ClinicalTrials.gov ↗
Study Summary
Important information related to the visual assessment of patients, such as facial expressions, 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, delirious state, and impending clinical deterioration, often cannot be incorporated into clinical status. The overall objectives of this project are to sense, quantify, and communicate patients' clinical conditions in an autonomous and precise manner, and develop a pervasive intelligent sensing system that combines deep learning algorithms with continuous data from inertial, color, and depth image sensors for autonomous visual assessment of critically ill patients. The central hypothesis is that deep learning models will be superior to existing acuity clinical scores by predicting acuity in a dynamic, precise, and interpretable manner, using autonomous assessment of pain, emotional distress, and physical function, together with clinical and physiologic data.
Conditions Studied
Interventions
- OTHER Video Monitoring
- OTHER Accelerometer Monitoring
- OTHER Noise Level Monitoring
- OTHER Light Level Monitoring
- OTHER Air Quality Monitoring
Study Locations (1)
Florida
- University of Florida Health Shands Hospital — Gainesville
Trial Details
| Field | Value |
|---|---|
| Enrollment Target | 400 participants |
| Start Date | 2021-05-24 |
| Est. Completion | 2026-12 |
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Full Details on ClinicalTrials.gov ↗What the Registry Record Tells You About NCT05127265
The ClinicalTrials.gov registry entry for NCT05127265 describes a study currently listed as recruiting. It is categorized as an unspecified phase, which is the standard way researchers label where a study sits along the investigational pathway from early safety work through later efficacy and post-marketing evaluation. The registered enrollment target is 400 participants, a figure that helps gauge the scale of data the investigators plan to collect. The listed sponsor is University of Florida, which has 1,066 total studies on file at ClinicalTrials.gov, and sponsors are the parties responsible for study design, oversight, and regulatory filings.
The record links to 4 conditions, with Pain appearing as the primary indexed condition, and to 5 interventions — of which Video Monitoring is the first listed. Interventions can include drugs, devices, procedures, behavioral programs, or observational arms, and each is tracked as a separate registry field so that downstream queries can filter accurately. When a trial lists multiple interventions, it usually reflects a multi-arm design or a comparison protocol rather than a single treatment being tested in isolation. The brief summary published in the registry is the clearest source of protocol intent and should be read before drawing conclusions from any sidebar tags.
Geographic footprint matters for practical reasons: NCT05127265 reports 1 study location spanning 1 distinct geographic area — top geographies include Florida. A larger site network tends to correlate with broader recruitment capacity, but it does not imply anything about study quality, and site-level enrollment status can diverge from the overall registry status shown above. Every data point on this page comes from the public ClinicalTrials.gov dataset and is reproduced here for reference only; it is not a medical recommendation, an endorsement of the sponsor, or an invitation to enroll. Verify current status, eligibility criteria, and contact details directly at ClinicalTrials.gov, and discuss any participation decision with your own healthcare provider.
Frequently Asked Questions
What is clinical trial NCT05127265 about?
NCT05127265 is a clinical study titled "Pervasive Sensing and AI in Intelligent ICU". Important information related to the visual assessment of patients, such as facial expressions, 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 critic...
What is the current status of trial NCT05127265?
This trial is currently recruiting. The enrollment target is 400 participants. The study started on 2021-05-24. Estimated completion is 2026-12.
What conditions does trial NCT05127265 study?
This clinical trial studies the following conditions: Pain, Critical Illness, Delirium, Confusion. These conditions were identified from the trial registry and reflect the primary focus areas of the research.
What interventions are being tested in trial NCT05127265?
The interventions under investigation include: Video Monitoring (OTHER), Accelerometer Monitoring (OTHER), Noise Level Monitoring (OTHER), Light Level Monitoring (OTHER), Air Quality Monitoring (OTHER). Each intervention is being evaluated for safety and efficacy as part of this clinical study.
Who is sponsoring clinical trial NCT05127265?
This trial is sponsored by University of Florida, which has 1,066 total clinical trials registered on ClinicalTrials.gov. The sponsor is responsible for the study's design, funding, and regulatory compliance.
Where is trial NCT05127265 being conducted?
This trial has 1 study location across Florida. Contact the study sites directly through ClinicalTrials.gov for enrollment availability.
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