Machine learning for identifying relevant publications in updates of systematic reviews of diagnostic test studies

Abstract excerpt

<h4>Background</h4> Updating systematic reviews is often a time-consuming process involving a lot of human effort and is therefore not carried out as often as it should be. Our aim was therefore to explore the potential of machine learning methods to reduce the human workload, and to particularly also gauge the performance of deep learning methods as compared to more established machine learning methods. <h4>Metho...

Topics

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• Evidence-Based Medicine
• Guideline Adherence
• Information Dissemination
• Internet
• National Health Programs
• Practice Guidelines as Topic
• Quality Assurance, Health Care
• Societies, Medical

Identifiers and source

Literature Corpus work

13bf24ca-46b9-5d0f-a4cd-2856722f27d8

DOI

10.1101/2020.06.16.20132670