Rule-Based Cohort Definitions for Acute Respiratory Failure: Electronic Phenotyping Algorithm.
Patrick EssayJarrod M MosierVignesh SubbianPublished in: JMIR medical informatics (2020)
Our proposed computable phenotyping algorithm for patients with acute respiratory failure effectively identifies patients for therapy-focused research regardless of admission diagnosis or comorbidities and allows for management strategy comparisons across populations of interest.
Keyphrases
- respiratory failure
- extracorporeal membrane oxygenation
- mechanical ventilation
- end stage renal disease
- machine learning
- ejection fraction
- newly diagnosed
- high throughput
- deep learning
- acute respiratory distress syndrome
- emergency department
- prognostic factors
- intensive care unit
- peritoneal dialysis
- stem cells
- genome wide
- patient reported outcomes
- mesenchymal stem cells
- liver failure
- patient reported
- bone marrow
- single cell
- drug induced
- hepatitis b virus