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Unified Medical Language System

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Semi-Automatic Mark-Up and UMLS Annotation of Clinical Guidelines.

Studies in health technology and informatics
Clinical guidelines and clinical pathways are accepted and proven instruments for quality assurance and process optimization in the healthcare domain. To derive clinical pathways from clinical guidelines, the imprecise, non-formalized abstract guidel...

Word Sense Disambiguation of Medical Terms via Recurrent Convolutional Neural Networks.

Studies in health technology and informatics
BACKGROUND: Tagging text data with codes representing biomedical concepts plays an important role in medical data management and analysis. A problem occurs if there are ambiguous words linked to several concepts.

Personalized Guideline-Based Treatment Recommendations Using Natural Language Processing Techniques.

Studies in health technology and informatics
Clinical guidelines and clinical pathways are accepted and proven instruments for quality assurance and process optimization. Today, electronic representation of clinical guidelines exists as unstructured text, but is not well-integrated with patient...

Extraction of UMLS® Concepts Using Apache cTAKES™ for German Language.

Studies in health technology and informatics
Automatic information extraction of medical concepts and classification with semantic standards from medical reports is useful for standardization and for clinical research. This paper presents an approach for an UMLS concept extraction with a custom...