AINeutralarXiv – CS AI · 15h ago6/10
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Prospective evaluation of multimodal respiratory failure prediction: Do chest X-rays improve performance beyond EHR signals?
Researchers developed a gated multimodal AI framework that combines electronic health record data with chest X-ray analysis to predict respiratory failure in ICU patients within 24 hours. The model achieved significantly higher accuracy (AUROC 0.860) than EHR-only baselines and physician predictions, demonstrating that adaptive fusion of imaging and structured clinical data improves critical care decision-making.