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Towards Converting Clinical Phrases into SNOMED CT Expressions
1University of Wisconsin-Milwaukee, Milwaukee, WI, USA.
Biomedical Informatics Insights
|July 13, 2013
Summary
This study introduces a machine learning method to map novel clinical phrases to existing concepts in SNOMED CT. This advances automated clinical data processing and terminology expansion for better information retrieval.
Area of Science:
- Medical Informatics
- Natural Language Processing
- Clinical Terminology
Background:
- Automating clinical applications requires converting unstructured clinical text into structured data.
- Standard clinical terminologies like SNOMED CT are crucial for this structured representation.
- Integrating novel clinical phrases into existing terminologies is a key challenge.
Purpose of the Study:
- To develop a method for converting novel clinical phrases into new expressions within SNOMED CT.
- To address the task of identifying relations between clinical phrases and SNOMED CT concepts.
Main Methods:
- A machine learning approach was developed to identify relations between clinical phrases and SNOMED CT concepts.
- The method leverages existing SNOMED CT relations for training and evaluation.
Main Results:
- The proposed machine learning method demonstrates effective performance in identifying relations.
- This facilitates the integration of new clinical information into SNOMED CT.
Conclusions:
- The developed method shows promise for automating the expansion of SNOMED CT with novel clinical phrases.
- This contributes to more comprehensive and accurate clinical data representation.
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