Our research focuses on supporting clinical decision making in the revalidation of COVID-19 patients using text mining techniques. Text mining techniques may develop in relatively short time insights in recovery patterns for COVID-19 patients. Furthermore, little is known about the functioning levels of patients in general and specifically for COVID-19. When this project is successful, it can be applied to many types of patients and other languages in other countries to generate massive new data.