From free text to SOFA score reconstructs sepsis severity from clinical notes
medRxiv preprint: automated SOFA reconstruction improved respiratory variable recovery from 33% to 100%.
From free text to SOFA score reconstructs sepsis severity from clinical notes
Original title: From free text to SOFA score: automated reconstruction of sepsis severity from unstructured clinical notes
Authors: Katherine Monsalve Barrientos, Natalia Castaño-Villegas, Elmer Escandón, Jose Zea, Laura Velásquez
Venue: medRxiv preprint — manuscript ID 2025.12.17.25342509v1
Status: Preprint, under journal review
Headline metrics: MIMIC-III n=284; respiratory variable recovery 33% → 100%; critical-case reclassification (SOFA ≥ 10) 29% → 61%
The study focuses on automated reconstruction of sepsis severity from unstructured clinical notes. In a MIMIC-III cohort of n=284, the approach improved respiratory variable recovery from 33% to 100% and reclassified critical SOFA ≥ 10 cases from 29% to 61%.
Because this is a preprint under journal review, the listing keeps the status visible alongside the source link and headline metrics.