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Translating Medical Dialogues into Pictographs: An Approach Using UMLS
Johanna Gerlach1, Pierrette Bouillon1, Magali Norré1,2
1FTI/TIM, University of Geneva, Geneva, Switzerland.
Mapping medical concepts to pictographs for translation systems is challenging. Researchers found many concepts lacked pictographs, and simple word lookups were insufficient for this medical domain task.
Area of Science:
- Medical Informatics
- Computational Linguistics
- Human-Computer Interaction
Background:
- Medical translation systems require effective ways to represent complex concepts.
- Pictographs offer a potential visual aid for cross-lingual communication in healthcare.
- Existing resources for mapping medical concepts to visual symbols are limited.
Purpose of the Study:
- To explore the feasibility of mapping Unified Medical Language System (UMLS) concepts to pictographs.
- To assess the utility of available pictograph sets for medical domain translation.
- To identify limitations in current pictograph resources for medical concept representation.
Main Methods:
- A systematic attempt was made to map a selection of UMLS concepts to pictographs.
- Two publicly available pictograph datasets were evaluated for concept coverage.
- The effectiveness of word-based lookup strategies was assessed for concept-to-pictograph mapping.
Main Results:
- A significant number of UMLS concepts could not be matched with existing pictographs.
- The coverage of medical concepts within the evaluated pictograph sets was found to be insufficient.
- Word-based retrieval methods proved inadequate for accurately mapping concepts to relevant pictographs.
Conclusions:
- Current pictograph resources are not sufficiently comprehensive for mapping a wide range of UMLS concepts.
- Developing effective visual resources for medical translation requires addressing the gap in concept coverage.
- Further research is needed to improve methods for mapping medical concepts to visual representations.
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