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Development and Prospective Validation of Predictive Model for Early Hemodynamic Deterioration in Critical Care: A Multicenter Study

2026-06-10

Abstract excerpt

<h4>ABSTRACT</h4> High-frequency physiological monitoring in ICUs can identify impending deterioration hours before clinical recognition yet extracting reliable early-warning signals from noisy vital-sign streams remains challenging. We present SIgnose, an interpretable prediction framework for early detection of abnormal shock index (SI), built from routinely monitored vital signs using physiologic variability a...

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Literature Corpus work
2ea42c99-509e-508e-bd80-e7c2d2949827
DOI
10.64898/2026.06.05.26353765
Open publication

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Development and Prospective Validation of Predictive Model for Early Hemodynamic Deterioration in Critical Care: A Multicenter StudyDOI 10.64898/2026.06.05.26353765
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