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Trial2rev: Combining machine learning and crowd-sourcing to create a shared space for updating systematic reviews
Paige Martin1, Didi Surian1, Rabia Bashir1
1Centre for Health Informatics, Australian Institute of Health Innovation, Macquarie University, Sydney, Australia.
This study introduces trial2rev, a system that automatically monitors clinical trials for faster systematic review updates. It provides a public interface to link systematic reviews with trial registrations, aiding researchers in keeping reviews current.
Area of Science:
- Health Informatics
- Clinical Trial Management
- Evidence Synthesis
Background:
- Systematic reviews require timely updates to reflect new clinical trial evidence.
- Manual monitoring of trial registrations and publications is time-consuming and inefficient.
- Existing methods often reactively filter published trial reports.
Purpose of the Study:
- To develop a public interface for a database linking systematic reviews with trial registrations.
- To enable faster updating of systematic reviews by monitoring trials proactively.
- To provide a resource for systematic reviewers to aid in update decisions.
Main Methods:
- Developed a server-side system using Python and PostgreSQL.
- Implemented a web-based user interface with Javascript, HTML, and CSS.
- Created a database collating information from multiple sources, including ClinicalTrials.gov.
Main Results:
- The trial2rev system offers a web interface for managing systematic reviews and trial links.
- Users can browse, search, add, and verify systematic reviews and associated trials.
- The system supports automated agents for adding and voting on relevant trials.
Conclusions:
- A publicly accessible resource was created to assist systematic reviewers with update decisions.
- The trial2rev system proactively monitors trials from registration to completion.
- This approach facilitates more efficient and timely systematic review updates.
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