Abstract Biomedical Entity Linking (BEL) is the task of mapping of spans of text within
biomedical documents to normalized, unique identifiers within an ontology. This is an …

Objective This paper aims to propose knowledge-aware embedding, a critical tool for
medical term normalization. Methods We develop CODER (Cross-lingual knowledge …

Background: Large language models (LLMs) have substantially advanced natural language
processing (NLP) capabilities but often struggle with knowledge-driven tasks in specialized …

Biomedical entity linking (BioEL) is the process of connecting entities referenced in
documents to entries in biomedical databases such as the Unified Medical Language …

Background About 30% of home healthcare patients are hospitalized or visit an emergency
department (ED) during a home healthcare (HHC) episode. Novel data science methods are …

Background Adverse reactions to drugs attract significant concern in both clinical practice
and public health monitoring. Multiple measures have been put into place to increase …

Patients advise their peers on how to cope with their illness in daily life on online support
groups. To date, no efforts have been made to automatically extract recommended coping …

Abstract Immune Cell Deconvolution methods utilizing gene expression profiling to quantify
immune cells in tissues and blood are an appealing alternative to flow cytometry. Our …

The paper presents the full-size Russian corpus of Internet users' reviews on medicines with
complex named entity recognition (NER) labeling of pharmaceutically relevant entities. We …

Purpose Between 30 and 68% of patients prematurely discontinue their antidepressant
treatment, posing significant risks to patient safety and healthcare outcomes. Online …