Related Experiment Video
Updated: Jan 11, 2026
A Knowledge Graph Approach to Elucidate the Role of Organellar Pathways in Disease via Biomedical Reports
Published on: October 13, 2023
Integrating Clinical and Systemic Knowledge in Periodontal and Peri-Implant Disease Education Through a Knowledge
Yi-Jia Sun1, Yi-Feng Zhao2, Lei Zhang1
1Shanghai Engineering Research Center of Tooth Restoration and Regeneration & Tongji Research Institute of Stomatology & Department of Periodontology, Shanghai Tongji Stomatological Hospital and Dental School, Tongji University, Shanghai, China.
Aim:
This study aims to construct a knowledge graph in the field of periodontology and develop a knowledge-graph-based intelligent question-answering (QA) system, with the goal of enhancing the structured management and intelligent application of periodontal disease knowledge.
Materials And Methods:
Consensus documents and evidence-based guidelines from the EFP and AAP served as primary data sources. Entities and relationships related to periodontal diseases were extracted using a large language model-assisted semantic approach to generate structured quintuple data. A knowledge graph was constructed in Neo4j, upon which a graph-enhanced intelligent PerioMind system was developed.
Results:
A total of 26 authoritative documents were included, from which 1894 knowledge quintuples were extracted, resulting in a knowledge graph comprising 1872 nodes and 1894 edges. The PerioMind system, developed on top of the graph, demonstrated efficient parsing of natural language queries and the generation of professional responses. The system achieved the following evaluation scores (out of 5): accuracy 4.8, interpretability 4.4, domain relevance 4.8, and completeness 4.5.
Conclusion:
This study developed a structured knowledge graph and the PerioMind system for periodontology, supporting intelligent diagnosis, education, and research. Future work will expand knowledge coverage and enhance semantic reasoning to advance an intelligent knowledge service platform.
More Related Videos
06:06Adjunctive Diode Laser Therapy and Probiotic Lactobacillus Therapy in the Treatment of Periodontitis and Peri-Implant Disease
Published on: May 9, 2022
06:36Effects of Mechanical Methods Used in Peri-implantitis Treatment on Implant Surface Decontamination and Roughness
Published on: March 14, 2025
Related Concept Videos
01:27Nursing Clinical Information System
A Nursing Clinical Information System (NCIS) is a specialized type of healthcare information system tailored to meet the unique needs of nursing practice. It incorporates the principles of nursing informatics to streamline information management and improve the quality of care delivery.
Critical attributes of NCIS include:
01:27Coronary Artery Disease V: Interprofessional Care
01:15Teeth
In the bud stage, the tooth germ (an aggregation of cells) starts to form in the developing jawbone. During the cap stage, the tooth germ differentiates into enamel organ, dental papilla, and dental sac, which will later develop into the tooth's enamel, dentin...
01:21Tooth Anatomy
The Crown, Neck, and Root
The visible part of the tooth is referred to as the crown. It's covered by enamel, the hardest substance in the human body. The crown is uniquely shaped for each type of tooth, allowing for different functions such as cutting, tearing, or...
01:26Assessment of the Mouth
Mouth Inspection
The inspection begins with visually examining the mouth for symmetry, color, and size.
01:28Chronic Kidney Disease III: Interprofessional Care