Article

A Rolling-Window Framework for Dynamic Prediction of Delirium in Mechanically Ventilated ICU Patients: A Study Using MIMIC-IV

2026-07-01

Abstract excerpt

<title>Abstract</title> <p>Delirium affects 20-80% of mechanically ventilated intensive care unit (ICU) patients and is independently associated with prolonged mechanical ventilation, increased mortality, and long-term cognitive impairment. Existing prediction models rely on static admission features and fail to capture the dynamic physiological trajectory preceding delirium onset. We developed a rolling-window p...

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Literature Corpus work: 10032fe5-b28d-580b-8dd5-0bd4ff40ca82
DOI: 10.21203/rs.3.rs-9327142/v1

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