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A computational ecosystem to support eHealth Knowledge Discovery technologies in Spanish.
Alejandro Piad-Morffis1, Yoan Gutiérrez2, Yudivian Almeida-Cruz1
1Faculty of Math and Computer Science, University of Habana, La Habana 10200, Cuba.
This study introduces an ecosystem for biomedical knowledge discovery in Spanish. It provides resources and an evaluation environment to advance automatic knowledge discovery techniques for Spanish biomedical documents.
Area of Science:
- Biomedical Informatics
- Natural Language Processing
- Computational Linguistics
Background:
- The growing volume of online biomedical information necessitates advanced automatic knowledge discovery technologies.
- Linguistic resources, evaluation campaigns, and competitive challenges are crucial for advancing research in this field.
Purpose of the Study:
- To describe an ecosystem facilitating research and development in biomedical knowledge discovery, specifically for the Spanish language.
- To share novel resources and establish an evaluation framework for automatic knowledge discovery techniques.
Main Methods:
- Development of a novel semantic annotation model.
- Creation of an annotated corpus comprising 1045 Spanish biomedical sentences.
- Establishment of an online evaluation environment with objective criteria for a defined research task.
Main Results:
- The developed ecosystem includes a semantic annotation model, an annotated corpus, and computational resources.
- A competitive challenge was conducted as a case study, with results analyzed to provide future research guidelines.
- The online environment allows researchers to receive immediate feedback and benchmark their results.
Conclusions:
- The constructed ecosystem offers an effective learning and evaluation platform for biomedical knowledge discovery in Spanish.
- It aims to stimulate further research and development in processing Spanish biomedical documents.
- The shared resources and evaluation framework support the advancement of automatic knowledge discovery in the biomedical domain.
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