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Temporal Signal Intelligence for Pervasive ICU Sensing and Continuous Patient Monitoring
In the high-stakes domain of intensive care units (ICUs), where patient conditions evolve rapidly through continuous streams of physiological signals, there is a pressing need for advanced intelligence frameworks that can interpret temporal patterns without relying on empirical data processing. This conceptual manuscript proposes the temporal signal adaptive resonance topology (TSART), a novel architectural design for orchestrating signal intelligence in continuous ICU monitoring environments. TSART integrates layered modules for signal temporality capture, adaptive resonance mapping, and feedback-driven orchestration, emphasizing theoretical interoperability with electronic health records (EHRs) and decision support pipelines. By synthesizing recent literature on clinical AI architectures and healthcare analytics infrastructures, we outline how TSART addresses governance challenges, such as drift sensitivity and resource allocation, through interpretive formulas modeling decision latency and monitoring burden. The framework fosters seamless clinical workflow integration, mitigating human-AI interaction frictions in real-time environments. Without empirical validations, this work highlights theoretical implications for enhancing ICU vigilance, including reduced cognitive overload for clinicians and optimized signal governance. Ultimately, TSART represents a blueprint for future intelligence ecosystems that prioritize temporal fidelity and systemic resilience in critical care settings.
Journal of Artificial Intelligence for Healthcare Systems
Original Research | Open access | 20 July 2024 | Article: 26
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AI-driven Diagnostics Artificial Intelligence in Health Informatics Artificial Intelligence in Healthcare Big Data in Healthcare Clinical Data Mining Clinical Decision Support Systems Clinical Informatics Computer Vision Connected Health Systems Deep Learning Digital Health Digital Healthcare Innovation Digital Transformation in Healthcare Electronic Health Records Ethical AI in Healthcare Explainable AI Health Data Analytics Health Data Privacy Health Informatics Health Information Management Health Information Systems Health System Optimization Health Technology Assessment Healthcare Data Science Healthcare Informatics Healthcare Information Security Healthcare Management Healthcare Management Information Systems Intelligent Medical Systems Internet of Medical Things (IoMT) Interoperability in Healthcare Systems Machine Learning Medical Data Analytics Medical Data Management Medical Imaging Mobile Health (mHealth) Natural Language Processing Precision Medicine Predictive Analytics Remote Patient Monitoring Smart Healthcare Systems Telemedicine Wearable Health Technologies e-Health




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