From Intuition to Innovation: Quantifying the Nurse's Role in Early Clinical Deterioration Detection

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Mariam Ibrahem Kedrawi, Buthainah Ebrahem Ahmad, Amwaj Hussein Mohammed Alkosi, Hanan Mousa Maghfuri, Khawlah Ibrahim Bahri, Seham Ahmed Whdani Mjhali, Maryam Ali Ahmed Hakami, Lamia Bader Oribi, Sahar Ibrahem Azib, Faten Yahia Bakhiet Al-Monajam, Ghada Mohammad Abdullah Otaif, Fayez Shaman Alrasheedi, Mohammed Saleh Maiuod Althobaiti, Hamad Saleh Hamad Almansur, Eman Qasem Ali Alhaffaf

Abstract

The early detection of clinical deterioration in hospitalized patients is vital to improving outcomes, reducing mortality, and preventing unplanned intensive care unit (ICU) admissions. Nurses, as frontline providers, are uniquely positioned to identify subtle changes in patient conditions, often relying on a combination of clinical intuition, experience, and evidence-based tools. Historically rooted in observational skills and "gut feelings," the nurse’s role has evolved with advancements in standardized protocols and innovative technology, transforming intuition into measurable and actionable practice.


This article examines how nurses bridge traditional bedside care with modern tools such as Early Warning Systems (EWS), electronic health record (EHR)-based alerts, and artificial intelligence (AI)-powered predictive analytics to identify early signs of clinical decline. Case studies and evidence demonstrate the effectiveness of nurse-led detection strategies in reducing mortality, improving resource utilization, and enhancing patient safety.


Despite their critical role, nurses face challenges such as high workloads, inadequate training, and limited access to advanced technology. Addressing these barriers through education, technological integration, and systemic support is essential to optimizing early recognition efforts. By elevating nurses’ contributions, healthcare systems can ensure a proactive, data-driven approach to early clinical deterioration detection, ultimately transforming patient care and improving global healthcare outcomes.

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