semantic_scholarComput. Methods Programs Biomed.2026-08-01
Antibiotic resistance prediction with an attention-based bi-LSTM clinical decision support system
L. Vouriot, S. Rebaudet, S. Camiade, Melissa Lebsir, Jean Gaudart, Raquel Ureña
TL;DR: An attention-based bidirectional-Long Short-Term Memory recurrent neural network is proposed as a clinical decision support system to predict antibiotic resistance at the patient's bedside prior to the arrival of final antimicrobial testing results from the laboratory.
BACKGROUND AND OBJECTIVE Antimicrobial resistance is recognized by the World Health Organization as a significant global health threat. In clinical practice, the accurate identification of bacterial susceptibility to antibiotics is crucial. However, clinical laboratories often ta…