Gated multimodal EHR+CXR model achieves AUROC 0.86 for 24h mechanical ventilation prediction versus 0.75 for EHR-only baseline in prospective ICU evaluation.
6 Table 3: Criteria of clinical labeling scheme
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Prospective evaluation of multimodal respiratory failure prediction: Do chest X-rays improve performance beyond EHR signals?
Gated multimodal EHR+CXR model achieves AUROC 0.86 for 24h mechanical ventilation prediction versus 0.75 for EHR-only baseline in prospective ICU evaluation.