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A distributable German clinical corpus containing cardiovascular clinical routine doctor's letters
Phillip Richter-Pechanski1,2,3,4, Philipp Wiesenbach5,6,7, Dominic M Schwab6
1Section of Bioinformatics and Systems Cardiology, Klaus Tschira Institute for Integrative Computational Cardiology, Heidelberg, DE, Germany. phillip.richter-pechanski@med.uni-heidelberg.de.
Insights
Researchers created CARDIO:DE, a new German clinical corpus for cardiovascular research. This freely available dataset of doctor's letters aids natural language processing model development for clinical texts.
Area of Science:
- Medical Informatics
- Natural Language Processing
Background:
- Clinical text data is crucial for developing advanced NLP models.
- Large, annotated clinical corpora are scarce, especially in German and for specific domains like cardiology.
Purpose of the Study:
- To introduce CARDIO:DE, the first freely available German clinical corpus focused on the cardiovascular domain.
- To provide a high-quality, annotated dataset for research in clinical NLP.
Main Methods:
- Compiled 500 German clinical routine doctor's letters from Heidelberg University Hospital.
- Manually de-identified all letters while preserving temporal information.
- Added manual annotation layers for medication information and CDA-compliant section classes.
Main Results:
- Successfully created CARDIO:DE, a large, manually annotated, de-identified German clinical corpus.
- The corpus maintains the original structure of clinical documents and preserves temporal data.
- Includes two high-quality annotation layers: medication and section classes.
Conclusions:
- CARDIO:DE is the first freely distributable German clinical corpus in the cardiovascular domain.
- The corpus facilitates reproducible research on NLP models for German clinical texts.
- Offers unique opportunities for advancing clinical NLP through collaborative research.
Abstract:
We present CARDIO:DE, the first freely available and distributable large German clinical corpus from the cardiovascular domain. CARDIO:DE encompasses 500 clinical routine German doctor's letters from Heidelberg University Hospital, which were manually annotated. Our prospective study design complies well with current data protection regulations and allows us to keep the original structure of clinical documents consistent. In order to ease access to our corpus, we manually de-identified all letters. To enable various information extraction tasks the temporal information in the documents was preserved. We added two high-quality manual annotation layers to CARDIO:DE, (1) medication information and (2) CDA-compliant section classes. To the best of our knowledge, CARDIO:DE is the first freely available and distributable German clinical corpus in the cardiovascular domain. In summary, our corpus offers unique opportunities for collaborative and reproducible research on natural language processing models for German clinical texts.
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