Validation of Stroke Risk Factors in Patients with Acute Ischemic Stroke, Transient Ischemic Attack, or Intracerebral Hemorrhage on Taiwan's National Health Insurance Claims Data.
Meng-Tsang HsiehCheng-Yang HsiehTzu-Tung TsaiSheng-Feng SungPublished in: Clinical epidemiology (2022)
Algorithms using diagnosis codes alone are sufficient to identify hypertension, AF, and IHD whereas algorithms combining both diagnosis codes and prescription data are more suitable for identifying diabetes and hyperlipidemia. The study results may provide a reference for future studies using Taiwan's NHI claims data.
Keyphrases
- health insurance
- acute ischemic stroke
- electronic health record
- machine learning
- risk factors
- big data
- affordable care act
- atrial fibrillation
- blood pressure
- type diabetes
- cerebral ischemia
- cardiovascular disease
- deep learning
- brain injury
- quality improvement
- data analysis
- ischemia reperfusion injury
- adipose tissue
- weight loss
- case control