Intelligent ICU Trial Opens: Pervasive Sensing and Deep Learning vs Conventional Nursing Assessment for Pain, Delirium, and Clinical Deterioration in Critical Care
247 Health News Editorial
·23 July 2026
·5 min read
·clinical-trialsA landmark observational trial at the University of Florida is deploying a pervasive multimodal sensing platform — combining video, accelerometry, ECG, and environmental monitoring — to autonomously detect pain, delirium, and clinical deterioration in ICU patients. The I2CU/ADAPT study aims to demonstrate that deep learning models can outperform conventional acuity scores, potentially transforming how critical care clinicians monitor and respond to their most vulnerable patients.
Originally reported by ClinicalTrials.gov
References
- 1.University of Florida. (2021). Pervasive sensing and artificial intelligence in intelligent ICU (I2CU / ADAPT) [Clinical trial registration NCT05127265]. ClinicalTrials.gov. https://clinicaltrials.gov/study/NCT05127265
- 2.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
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- 4.Puntillo, K. A., Max, A., Timsit, J. F., Vignoud, L., Chanques, G., Robleda, G., Roche-Campo, F., Mancebo, J., Divatia, J. V., Soares, M., Ionescu, D. C., Grintescu, I. M., Vasiliu, I. L., Maggiore, S. M., Rusinova, K., Owczuk, R., Egerod, I., Papathanassoglou, E. D., Kyranou, M., … Azoulay, E. (2014). Determinants of procedural pain intensity in the intensive care unit: The Europain study. American Journal of Respiratory and Critical Care Medicine, 189(1), 39–47. https://doi.org/10.1164/rccm.201306-1174OC
- 5.van Eijk, M. M. J., van Marum, R. J., Klijn, I. A. M., de Wit, N., Kesecioglu, J., & Slooter, A. J. C. (2009). Comparison of delirium assessment tools in a mixed intensive care unit. Critical Care Medicine, 37(6), 1881–1885. https://doi.org/10.1097/CCM.0b013e3181a56fb1
- 6.Needham, D. M., Davidson, J., Cohen, H., Hopkins, R. O., Weinert, C., Wunsch, H., Zawistowski, C., Bemis-Dougherty, A., Berney, S. C., Bienvenu, O. J., Brady, S. L., Brodsky, M. B., Denehy, L., Elliott, D., Flatley, C., Harabin, A. L., Jones, C., Louis, D., Meltzer, W., … Harvey, M. A. (2012). Improving long-term outcomes after discharge from intensive care unit: Report from a stakeholders' conference. Critical Care Medicine, 40(2), 502–509. https://doi.org/10.1097/CCM.0b013e318232da75
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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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