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The Unified Medical Language System SPECIALIST Lexicon and Lexical Tools: Development and applications

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Natural language processing (NLP) plays a vital role in modern medical informatics. It converts narrative text or unstructured data into knowledge by analyzing and extracting concepts. A comprehensive lexical system is the foundation to the success of NLP applications and an essential component at the beginning of the NLP pipeline. |

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The Unified Medical Language System SPECIALIST Lexicon and Lexical Tools: Development and applications

A review of auditing techniques for the Unified Medical Language System

Unified Medical Language System resources improve sieve-based generation and Bidirectional Encoder Representations from Transformers (BERT)–based ranking for concept normalization

Integrating unified medical language system and association mining techniques into relevance feedback for biomedical literature search

Cross-lingual Unified Medical Language System entity linking in online health communities

Ambiguity in medical concept normalization: An analysis of types and coverage in electronic health record datasets

Can Unified Medical Language System–based semantic representation improve automated identification of patient safety incident reports by type and severity?

Use of word and graph embedding to measure semantic relatedness between Unified Medical Language System concepts

MetaMap Lite: An evaluation of a new Java implementation of MetaMap

UMLS users and uses: A current overview