[HTML][HTML] Early prediction of ventilator-associated pneumonia with machine learning models: A systematic review and meta-analysis of prediction model performance✰

T Frondelius, I Atkova, J Miettunen, J Rello… - European Journal of …, 2023 - Elsevier
Background Machine learning-based prediction models can catalog, classify, and correlate
large amounts of multimodal data to aid clinicians at diagnostic, prognostic, and therapeutic …

[HTML][HTML] Ventilator-Associated Pneumonia Prediction Models Based on AI: Scoping Review

J Zhang, P Yang, L Zeng, S Li, J Zhou - JMIR Medical …, 2024 - medinform.jmir.org
Background: Ventilator-associated pneumonia (VAP) is a serious complication of
mechanical ventilation therapy that affects patients' treatments and prognoses. Owing to its …

[HTML][HTML] Prediction models for the risk of ventilator-associated pneumonia in patients on mechanical ventilation: A systematic review and meta-analysis

J Li, G Li, Z Liu, X Yang, Q Yang - American Journal of Infection Control, 2024 - Elsevier
Background Identifying patients at risk for ventilator-associated pneumonia (VAP) through
prediction models can facilitate medical decision-making. Our objective was to …