Published on in Vol 9 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/78941, first published .
Prediction of Respiratory Decompensation in Patients Receiving Home Mechanical Ventilation: Machine Learning Model Development and Validation Study

Prediction of Respiratory Decompensation in Patients Receiving Home Mechanical Ventilation: Machine Learning Model Development and Validation Study

Prediction of Respiratory Decompensation in Patients Receiving Home Mechanical Ventilation: Machine Learning Model Development and Validation Study

Nerea Berbel Casado   1 , MSc ;   Francesc López Seguí   1, 2 , PhD ;   Natalia Muñoz Moruno   1 , MSc ;   Antoni Rosell   3, 4, 5 , MD, PhD ;   Aïda Muñoz Ferrer   3, 4, 5 , MD, PhD ;   Ignasi Garcia Olive   3, 4, 5 , MD, PhD ;   Marina Galdeano Lozano   3, 4, 5 , MD, PhD

1 Chair in ICT and Health, Centre for Health and Social Care Research (CESS), Universitat de Vic - Universitat Central de Catalunya, Vic, Spain

2 Centre de Recerca en Economia i Salut, Universitat Pompeu Fabra, Barcelona, Spain

3 Department of Pulmonology, Clinical Directorate of the Thorax Area, Hospital Universitari Germans Trias i Pujol, Badalona, Spain

4 Institut d'Investigació en Ciències de la Salut Germans Trias i Pujol, Badalona, Spain

5 Universitat Autònoma de Barcelona, Bellaterra, Spain

Corresponding Author:

  • Marina Galdeano Lozano, MD, PhD
  • Department of Pulmonology
  • Clinical Directorate of the Thorax Area, Hospital Universitari Germans Trias i Pujol
  • Carretera de Canyet, s/n
  • Badalona 08916
  • Spain
  • Phone: 34 934 65 12 00
  • Email: mgaldeanol.germanstrias@gencat.cat