External validation of a novel signature of illness in continuous cardiorespiratory monitoring to detect early respiratory deterioration of ICU patients.
Rachael A CallcutYuan XuJ Randall MoormanChristina TsaiAndrea VillaromanAnamaria J RoblesDouglas E LakeXiao HuMatthew T ClarkPublished in: Physiological measurement (2021)
We conclude that there are generalizable physiological signatures of impending respiratory failure in the continuous cardiorespiratory monitoring data.
Keyphrases
- respiratory failure
- end stage renal disease
- mechanical ventilation
- ejection fraction
- body composition
- newly diagnosed
- extracorporeal membrane oxygenation
- intensive care unit
- chronic kidney disease
- peritoneal dialysis
- prognostic factors
- high intensity
- electronic health record
- machine learning
- genome wide
- gene expression
- acute respiratory distress syndrome
- patient reported outcomes
- dna methylation
- artificial intelligence
- patient reported