Concept-Level Model of Integrated Syntax and Semantic Validation for Internet of Medical Things Data

摘要

Integrating personal health data into a central medical information system is met with various challenges. Medical data is a critical and highly sensitive resource. Data quality problems can occur at various phases, such as collection of sensor data or its processing. Thus, in order to remedy threats to persons' health and security due to faulty data, syntax verification and semantic validation of medical data is a vital step. Furthermore, the communication must be in line with international standards and regulations and data structure definition (DSD) must be ensured. In order to operate with vastly diverse personal health data, semantic constraints specification is needed. To achieve this, a schematron-based validation tool will be integrated as a module into a larger data cleaning and processing system which ensures the quality of data and its compliance to the existing standards and regulations.