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Sysrev: A FAIR Platform for Data Curation and Systematic Evidence Review.

Thomas Bozada1, James Borden1, Jeffrey Workman1

  • 1Insilica LLC, Bethesda, MD, United States.

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|August 23, 2021
PubMed
Summary

Sysrev is a free, web-based platform designed to improve data curation and systematic evidence reviews (SER). It combines human and machine learning to extract insights from siloed data, enhancing evidence-based decision-making across disciplines.

Keywords:
data extractiondata managementevidence reviewmachine learningmeta analysissoftwaresystematic review

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Area of Science:

  • Information Science
  • Data Management
  • Artificial Intelligence

Background:

  • Well-curated datasets are crucial for evidence-based decision-making and integrating AI with human reasoning.
  • Data often remains siloed, unstructured, and inaccessible for secondary research.
  • Existing platforms lack efficient tools for collaborative data curation and systematic evidence reviews.

Purpose of the Study:

  • To introduce Sysrev, a novel web platform addressing data accessibility and curation challenges.
  • To provide a free, collaborative environment for systematic evidence reviews (SER).
  • To facilitate generalized data extraction by combining human and machine learning for improved decision-making.

Main Methods:

  • Sysrev.com is a FAIR (Findability, Accessibility, Interoperability, and Reuse) principles-based web platform.
  • Users create "sysrevs" for data curation projects, including document upload, task definition, reviewer recruitment, and task automation.
  • The platform supports both manual and automated review processes.

Main Results:

  • Sysrev facilitates systematic evidence reviews and data extraction.
  • Thousands of publicly accessible Sysrev projects have been established across diverse disciplines.
  • The platform supports use cases such as data curation, managed reviews, and SERs.

Conclusions:

  • Sysrev is a versatile web application for data curation and systematic evidence reviews.
  • It enhances data accessibility, reduces redundancy, and optimizes human effort in research.
  • Sysrev promotes evidence-based decision-making through improved data management and analysis.