Fast Prediction of Deterioration and Death Risk in Patients With Acute Exacerbation of Chronic Obstructive Pulmonary Disease Using Vital Signs and Admission History: Retrospective Cohort Study.
Mi ZhouChuan ChenJunfeng PengChing-Hsing LuoDing Yun FengHailing YangXiaohua XieYuqi ZhouPublished in: JMIR medical informatics (2019)
This fast prediction CART classifier for early exacerbation detection could trigger the initiation of timely treatment, thereby potentially reducing exacerbation severity and recovery time and improving the patients' health.
Keyphrases
- chronic obstructive pulmonary disease
- end stage renal disease
- ejection fraction
- healthcare
- public health
- newly diagnosed
- chronic kidney disease
- emergency department
- mental health
- prognostic factors
- peritoneal dialysis
- intensive care unit
- patient reported outcomes
- risk assessment
- social media
- extracorporeal membrane oxygenation
- combination therapy
- human health