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   Articles with "biomedical text" as a keyword



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Deep contextualized embeddings for quantifying the informative content in biomedical text summarization

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recommendations! Published in 2020 at "Computer methods and programs in biomedicine"

DOI: 10.1016/j.cmpb.2019.105117

Abstract: BACKGROUND AND OBJECTIVE Capturing the context of text is a challenging task in biomedical text summarization. The objective of this research is to show how contextualized embeddings produced by a deep bidirectional language model can… read more here.

Keywords: biomedical text; text summarization; contextualized embeddings; text ... See more keywords
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A survey of automated methods for biomedical text simplification

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recommendations! Published in 2022 at "Journal of the American Medical Informatics Association : JAMIA"

DOI: 10.1093/jamia/ocac149

Abstract: OBJECTIVE Plain language in medicine has long been advocated as a way to improve patient understanding and engagement. As the field of Natural Language Processing has progressed, increasingly sophisticated methods have been explored for the… read more here.

Keywords: text simplification; biomedical text; text; simplification ... See more keywords
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Explaining Black-Box Models for Biomedical Text Classification

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recommendations! Published in 2021 at "IEEE Journal of Biomedical and Health Informatics"

DOI: 10.1109/jbhi.2021.3056748

Abstract: In this paper, we propose a novel method named Biomedical Confident Itemsets Explanation (BioCIE), aiming at post-hoc explanation of black-box machine learning models for biomedical text classification. Using sources of domain knowledge and a confident… read more here.

Keywords: text classification; biomedical text; box; black box ... See more keywords
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Converting Biomedical Text Annotated Resources into FAIR Research Objects with an Open Science Platform

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recommendations! Published in 2021 at "Applied Sciences"

DOI: 10.3390/app11209648

Abstract: Today, there are excellent resources for the semantic annotation of biomedical text. These resources span from ontologies, tools for NLP, annotators, and web services. Most of these are available either in the form of open… read more here.

Keywords: text; biomedical text; open science; research objects ... See more keywords