KLDP: A Data Profiling Technique Based on Knowledge Graph and Large Language Modeling

Jinhua Du, Hao Yin

Abstract: The explosive growth of medical data has perfected the establishment of patients' personal health records and provided favorable conditions for smart healthcare, but its fragmentation also brings challenges to patient management. Mainstream research focuses on utilizing medical data to construct disease knowledge graphs to assist patient management, but does not effectively manage massive patient data. In order to make full use of patient data and facilitate the circulation of patient data elements, we propose a new patient sketching technique, KLDP. it constructs knowledge graphs through pre-training techniques, effectively manages patient data based on patients' personal health records and medical history information throughout the treatment cycle, and elementalizes patient data, providing new ideas and implementation solutions for patient management.