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From free text to SOFA score: automated reconstruction of sepsis severity from unstructured clinical notes
2025-12-19
intensive care and critical care medicine
Title + abstract only
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ObjectiveTo evaluate the ability of a natural language processing system to automatically reconstruct the SOFA score from unstructured clinical notes in patients with sepsis and validate its applicability in intensive care units. Materials and methodsRetrospective study in the MIMIC-III database that included 284 adults with sepsis. The SOFA calculated with structured data was compared with the SOFA reconstructed by free text extraction. Clinical rules were applied for calculation at 24 h and 4...
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