Related Experiment Video
Updated: May 24, 2026

A Metadata Extraction Approach for Clinical Case Reports to Enable Advanced Understanding of Biomedical Concepts
Published on: September 20, 2018
CUI-Curate: A Framework for Automated Clinical Concept Selection from the Unified Medical Language System
Victoria Blake1, Mathew Miller2, Jamie Novak3
1Centre for Big Data Research in Health, UNSW, Sydney.
Introduction:
Manual construction of UMLS concept sets is time-consuming and inconsistent across users.
Methods:
CUI-Curate, a GPT-5 and graph-based retrieval framework, was developed to automate clinical concept set generation from UMLS source vocabularies.
Results:
Across five target concepts, CUI-Curate achieved higher recall (mean gain = +0.17) while maintaining high precision (mean 0.94), comparable to manual curation, and substantially reducing manual effort.
Conclusion:
Automated, LLM-assisted curation offers an efficient and reproducible alternative to manual UMLS browsing.
More Related Videos
05:47Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
03:14Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
Published on: December 6, 2024
Related Concept Videos
Nursing Clinical Information System
A Nursing Clinical Information System (NCIS) is a specialized type of healthcare information system tailored to meet the unique needs of nursing practice. It incorporates the principles of nursing informatics to streamline information management and improve the quality of care delivery.
Critical attributes of NCIS include:
Ultrasonography
During an ultrasonography procedure, a handheld device called a...
Specialized Care Centers and Settings-II
Rural health centers are specialized care facilities in remote locations with very few medical personnel. The primary care providers who run the centers are mostly Registered Nurse Practitioners. Here, emergency treatment is provided to critically ill or injured patients before they are transferred to the closest hospital. Fortunately, due to advancement in technology, many rural healthcare facilities and professionals have easy access to diagnostic and treatment...
Concepts of Health and Illness
Anatomical Terminology
Classification of Illness
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe and...