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A Metadata Extraction Approach for Clinical Case Reports to Enable Advanced Understanding of Biomedical Concepts
Published on: September 20, 2018
The SPHN Schema Forge - transform healthcare semantics from human-readable to machine-readable by leveraging semantic
Vasundra Touré1, Deepak Unni2, Philip Krauss3
1Personalized Health Informatics, SIB Swiss Institute of Bioinformatics, Basel, 4051, Switzerland. vasundra.toure@sib.swiss.
The SPHN Schema Forge automates the conversion of healthcare data from tabular formats to RDF, saving researchers time. This tool streamlines the creation of medical knowledge graphs for the Swiss Personalized Health Network (SPHN).
Area of Science:
- Health Informatics
- Semantic Web Technologies
- Medical Knowledge Graphs
Background:
- The Swiss Personalized Health Network (SPHN) utilizes Resource Description Framework (RDF) for healthcare data encoding.
- RDF enables machine readability but poses challenges for human understanding of medical knowledge graphs.
- Manual translation from tabular SPHN Datasets to RDF schemas is time-consuming and labor-intensive.
Purpose of the Study:
- To automate and streamline the translation process of healthcare data from tabular formats to RDF.
- To develop a user-friendly tool for generating RDF schemas and associated resources.
Main Methods:
- Development of the SPHN Schema Forge web service.
- Automated conversion of SPHN-compliant Dataset spreadsheets into RDF schemas.
- Generation of SHACL rules for data validation, HTML visualizations, and SPARQL queries.
Main Results:
- The SPHN Schema Forge successfully automates the conversion of tabular data to RDF schemas.
- The tool generates essential components for data validation, visualization, and analysis.
- Significant reduction in manual effort and time for schema generation.
Conclusions:
- The SPHN Schema Forge enhances efficiency in creating medical knowledge graphs.
- Researchers can now dedicate more time to data interpretation and analysis.
- The tool supports the SPHN's mission of advancing personalized healthcare through data interoperability.
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