Intelligent ICU Trial: Pervasive Sensing and Deep Learning for Autonomous Pain and Delirium Recognition in Non-Verbal Critically Ill Patients — What Clinicians Need to Know
247 Health News Editorial
·31 July 2026
·5 min read
·clinical-trialsA University of Florida trial is developing deep learning models to autonomously detect pain and delirium in non-verbal ICU patients using multimodal sensing — including video, accelerometry, and EMG. With pain affecting up to 80% of critically ill patients and delirium remaining substantially under-detected, this foundational research could transform continuous ICU surveillance and support implementation of the ABCDEF bundle.
Originally reported by ClinicalTrials.gov
References
- 1.University of Florida. (2019). Intelligent ICU of the future (NCT03905668). ClinicalTrials.gov. https://clinicaltrials.gov/study/NCT03905668
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- 4.Devlin, J. W., Skrobik, Y., Gélinas, C., Needham, D. M., Slooter, A. J. C., Pandharipande, P. P., Watson, P. L., Weinhouse, G. L., Nunnally, M. E., Rochwerg, B., Balas, M. C., van den Boogaard, M., Bosma, K. J., Brummel, N. E., Chanques, G., Denehy, L., Drouot, X., Fraser, G. L., Harris, J. E., … Alhazzani, W. (2018). Clinical practice guidelines for the prevention and management of pain, agitation/sedation, delirium, immobility, and sleep disruption in adult patients in the ICU. Critical Care Medicine, 46(9), e825–e873. https://doi.org/10.1097/CCM.0000000000003299
- 5.Gélinas, C., Fillion, L., Puntillo, K. A., Viens, C., & Fortier, M. (2006). Validation of the Critical-Care Pain Observation Tool in adult patients. American Journal of Critical Care, 15(4), 420–427. https://doi.org/10.4037/ajcc2006.15.4.420
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247 Health News Editorial
247 Health News is a medical intelligence platform delivering evidence-based research appraisals, clinical trial monitoring, and health technology news for healthcare professionals.
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