LUS Biomarkers

Combining EHR and LUS biomarkers improved held-out test performance compared with either modality alone. Pleural Line Location was identified as the most discriminative biomarker by Random Forest feature-selection frequency. The interpreta…

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Combining EHR and LUS biomarkers improved held-out test performance compared with either modality alone. Pleural Line Location was identified as the most discriminative biomarker by Random Forest feature-selection frequency. The interpretable biomarker network estimated 38 LUS biomarkers spanning A-lines, B-lines, pleural abnormalities, consolidations, and effusions.