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Binary Classification of Consciousness Using Cerebral Blood Flow and EEG Features

2025-12-11 neurology Title + abstract only
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BackgroundAssessing consciousness at the bedside in the neurocritical care unit is complicated by sedation and other treatment effects. While EEG is commonly used, it offers a limited view of the neurovascular unit. We evaluated whether combining cerebral blood flow (CBF) features with EEG improves binary classification of consciousness in patients with severe brain injury. MethodsWe retrospectively analyzed 35 adults who underwent multimodal neuromonitoring. Signals were segmented into 30-min ...

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