Complementary and Integrative Health Information in the literature: its lexicon and named entity recognition.

ABSTRACT:

Objective

To construct an exhaustive Complementary and Integrative Health (CIH) Lexicon (CIHLex) to help better represent the often underrepresented physical and psychological CIH approaches in standard terminologies, and to also apply state-of-the-art natural language processing (NLP) techniques to help recognize them in the biomedical literature.

Materials and methods

We constructed the CIHLex by integrating various resources, compiling and integrating data from biomedical literature and relevant sources of knowledge. The Lexicon encompasses 724 unique concepts with 885 corresponding unique terms. We matched these concepts to the Unified Medical Language System (UMLS), and we developed and utilized BERT models comparing their efficiency in CIH named entity recognition to w

SUBMITTER: Zhou H 

PROVIDER: S-EPMC10797266 | biostudies-literature | 2024 Jan

REPOSITORIES: biostudies-literature