A Modern Non-SQL Approach to Radiology-Centric Search Engine Design with Clinical Validation

07/04/2020
by   Ningcheng Li, et al.
0

Healthcare data is increasing in size at an unprecedented speed with much attention on big data analysis and Artificial Intelligence application for quality assurance, clinical training, severity triaging, and decision support. Radiology is well-suited for innovation given its intrinsically paired linguistic and visual data. Previous attempts to unlock this information goldmine were encumbered by heterogeneity of human language, proprietary search algorithms, and lack of medicine-specific search performance matrices. We present a de novo process of developing a document-based, secure, efficient, and accurate search engine in the context of Radiology. We assess our implementation of the search engine with comparison to pre-existing manually collected clinical databases used previously for clinical research projects in addition to computational performance benchmarks and survey feedback. By leveraging efficient database architecture, search capability, and clinical thinking, radiologists are at the forefront of harnessing the power of healthcare data.

READ FULL TEXT
research
11/03/2022

Introducing Hermes: Executing Clinical Quality Language (CQL) at over 66 Million Resources per Second (inexpensively)

Clinical Quality Language (CQL) has emerged as a standard for rule repre...
research
07/18/2023

PubMed and Beyond: Biomedical Literature Search in the Age of Artificial Intelligence

Biomedical research yields a wealth of information, much of which is onl...
research
09/19/2023

Large Language Models as Agents in the Clinic

Recent developments in large language models (LLMs) have unlocked new op...
research
11/17/2013

Towards a New Science of a Clinical Data Intelligence

In this paper we define Clinical Data Intelligence as the analysis of da...
research
10/12/2020

Artificial Intelligence, speech and language processing approaches to monitoring Alzheimer's Disease: a systematic review

Language is a valuable source of clinical information in Alzheimer's Dis...
research
09/17/2020

Focused Clinical Query Understanding and Retrieval of Medical Snippets powered through a Healthcare Knowledge Graph

Clinicians face several significant barriers to search and synthesize ac...
research
04/17/2019

An efficient multi-language Video Search Engine to facilitate the HADJ and the UMRA

Videos clips became the most important and prominent multimedia document...

Please sign up or login with your details

Forgot password? Click here to reset