Experiences in developing a Clinical Decision Support System (CDSS) for dry mouth revealed that traditional approaches for creating clinical applications are not suitable because of the lack of structured knowledge in the domain and the complex nature of existing knowledge. Nevertheless, openEHR offers various benefits. This paper presents the issues related to developing an openEHR-based CDSS for this disease.