Cargando…
Development and Prospective Validation of a Deep Learning Algorithm for Predicting Need for Mechanical Ventilation
BACKGROUND: Objective and early identification of hospitalized patients, and particularly those with novel coronavirus disease 2019 (COVID-19), who may require mechanical ventilation (MV) may aid in delivering timely treatment. RESEARCH QUESTION: Can a transparent deep learning (DL) model predict th...
Autores principales: | Shashikumar, Supreeth P., Wardi, Gabriel, Paul, Paulina, Carlile, Morgan, Brenner, Laura N., Hibbert, Kathryn A., North, Crystal M., Mukerji, Shibani S., Robbins, Gregory K., Shao, Yu-Ping, Westover, M. Brandon, Nemati, Shamim, Malhotra, Atul |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American College of Chest Physicians
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8027289/ https://www.ncbi.nlm.nih.gov/pubmed/33345948 http://dx.doi.org/10.1016/j.chest.2020.12.009 |
Ejemplares similares
-
Artificial intelligence sepsis prediction algorithm learns to say “I don’t know”
por: Shashikumar, Supreeth P., et al.
Publicado: (2021) -
Representation Learning and Spectral Clustering for the Development and External Validation of Dynamic Sepsis Phenotypes: Observational Cohort Study
por: Boussina, Aaron, et al.
Publicado: (2023) -
Prediction of Unplanned Hospital Readmission using Clinical and Longitudinal Wearable Sensor Features
por: Yhdego, Haben H., et al.
Publicado: (2023) -
Predicting Hospital Readmission among Patients with Sepsis using Clinical and Wearable Data
por: Amrollahi, Fatemeh, et al.
Publicado: (2023) -
Optimizing the Implementation of Clinical Predictive Models to Minimize National Costs: Sepsis Case Study
por: Rogers, Parker, et al.
Publicado: (2023)