UMLS-based data augmentation for natural language processing of clinical research literature

Research article (Journal of the American Medical Informatics Association, 2020) · cited 57× · AI/ML

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UMLS-based data augmentation for natural language processing of clinical research literature

Summary

UMLS-based data augmentation for natural language processing of clinical research literature is a scholarly article^[1].

Key Facts

UMLS-based data augmentation for natural language processing of clinical research literature's instance of is recorded as scholarly article^[2].

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Authored by 5

Adler Perotte, Casey Ta, Chunhua Weng, Tian Kang, Youlan Tang

← Author of 5

Adler Perotte, Casey Ta, Chunhua Weng, Tian Kang, Youlan Tang

References

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Direct Wikidata claims

[2] ↑ UMLS-based data augmentation for natural language processing of clinical research literature — instance of (P31): scholarly article. wikidata.org.

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[1] ↑ UMLS-based data augmentation for natural language processing of clinical research literature is an instance of scholarly article (scholarly article) [P31, primary]. Wikidata. wikidata.org.

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APA

4ort.xyz Knowledge Graph. (2026). UMLS-based data augmentation for natural language processing of clinical research literature. Retrieved May 24, 2026, from https://4ort.xyz/entity/umls-based-data-augmentation-for-natural-language-processing-of-clinical-research-literature

MLA

“UMLS-based data augmentation for natural language processing of clinical research literature.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/umls-based-data-augmentation-for-natural-language-processing-of-clinical-research-literature.

BibTeX

@misc{4ortxyz_umls-based-data-augmentation-for-natural-language-processing-of-clinical-research-literature_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{UMLS-based data augmentation for natural language processing of clinical research literature}}, year = {2026}, url = {https://4ort.xyz/entity/umls-based-data-augmentation-for-natural-language-processing-of-clinical-research-literature}, note = {Accessed: 2026-05-24}}

LLM prompt

According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): UMLS-based data augmentation for natural language processing of clinical research literature — https://4ort.xyz/entity/umls-based-data-augmentation-for-natural-language-processing-of-clinical-research-literature (retrieved 2026-05-24)

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