A Clinically Actionable Risk Score for Ventilator-Associated Pneumonia Using Interpretable Machine Learning

CHEST Critical Care · Published 2026-05-25 · DOI 10.1016/j.chstcc.2026.100283

Free full text

Authors (46)

Yeleen Fromage, Ana C. Hernandez Padilla, Julien Vaidie, Hamza Sayadi, Aleksandra Barac, Olaf L. Cremer, Denis Garot, Anahita Rouzé, Thomas Daix, L.E.M. Vintcent, Holly Jackson, Marlieke E.A. De Kraker, C.H. van Werkhoven, Jean-Baptiste Woillard, Bruno François, Silvana Leka, Nicolas De Schryver, Vincent Huberlant, Jean-Baptiste Mesland, Jan de Waele, Jonathan Cavalleri, Jaromir Vajter, Frantisek Duska, Rafael Leon Lopez, Mercedes Murcia Anaya, Ricard Ferrer Roca, Lorena Forcelledo Espina, Thomas Daix, Cedric Darreau, Saad Nseir, Denis Garot, Jean-Pierre Quenot, Thomas Maldiney, Vera Vlahovic-Palcevski, Jasminka Kopic, Olaf L. Cremer, Huub Van Den Oever, Dan Corneci, Silvius Ioan Negoita, Aleksandra Barac, Antonia Koutsoukou, Demosthenes A. Makris, Anastasia Kotanidou, Maria Vargas, Andrea Cortegiani, Biljana Curcic-Trajkovska

Abstract

PubPorta does not have an abstract for this article yet.

Read the article at the publisher →

Publication details

Year

2026

Citation

Fromage, Y., Padilla, A., Vaidie, J., et al. (2026). A Clinically Actionable Risk Score for Ventilator-Associated Pneumonia Using Interpretable Machine Learning. CHEST Critical Care. https://doi.org/10.1016/j.chstcc.2026.100283

Related articles

• Blade Size and Outcomes With Standard-Geometry Video Laryngoscopy in Emergency Tracheal Intubations · CHEST Critical Care · 2026 · Same journal
• Approach to Esophageal Manometry in Invasive Hemodynamic Determinations · CHEST Critical Care · 2026 · Same journal
• The Association Between Language and Race and the Conduct of Spontaneous Awakening Trials Among Mechanically Ventilated Patients · CHEST Critical Care · 2026 · Same journal
• Clinician Self-Referentiality · CHEST Critical Care · 2026 · Same journal
• Response · CHEST Critical Care · 2026 · Same journal
• The conversation left unfinished: Goals of care after hospital discharge · CHEST Critical Care · 2026 · Same journal
• Why Do We Ignore Negative Pressure Ventilation in COPD? · CHEST Critical Care · 2026 · Same journal
• Implications of Central Adjudication for the Primary Outcome in an International Randomized Trial · CHEST Critical Care · 2026 · Same journal
• Association Between Low Socioeconomic Position and Higher Mortality in Patients Who Are Mechanically Ventilated in Denmark · CHEST Critical Care · 2026 · Same journal
• Helmet CPAP in 1,685 Patients With COVID-19 · CHEST Critical Care · 2026 · Same journal