Conference Object

Saving time and sanity: Using active learning for systematic reviews and meta-analyses

Author(s) / Creator(s)

van de Schoot, Rens

Abstract / Description

ASReview uses state-of-the-art active learning techniques to solve one of the most exciting challenges in screening large amounts of text: there’s not enough time to read everything! Learn more about the free and open-source software for systematic reviewing: ASReview. During the presentation, Rens will explain how the step of manual screening abstracts for systematic reviews or meta-analyses can be accelerated by interacting with machine learning (this is called active learning), thereby saving up to 95% (!) of screening time. The community-driven project has grown into a vivid community of researchers, users, and developers worldwide, contributing to its open-source mission, and Rens will explain how you can join the movement towards fast, open, and transparent systematic reviews.

Persistent Identifier

Date of first publication

2023-07-17

Is part of

Big Data & Research Syntheses 2023, Frankfurt, Germany

Publisher

ZPID (Leibniz Institute for Psychology)

Citation

  • Author(s) / Creator(s)
    van de Schoot, Rens
  • PsychArchives acquisition timestamp
    2023-07-17T13:43:34Z
  • Made available on
    2023-07-17T13:43:34Z
  • Date of first publication
    2023-07-17
  • Abstract / Description
    ASReview uses state-of-the-art active learning techniques to solve one of the most exciting challenges in screening large amounts of text: there’s not enough time to read everything! Learn more about the free and open-source software for systematic reviewing: ASReview. During the presentation, Rens will explain how the step of manual screening abstracts for systematic reviews or meta-analyses can be accelerated by interacting with machine learning (this is called active learning), thereby saving up to 95% (!) of screening time. The community-driven project has grown into a vivid community of researchers, users, and developers worldwide, contributing to its open-source mission, and Rens will explain how you can join the movement towards fast, open, and transparent systematic reviews.
    en
  • Publication status
    unknown
  • Review status
    unknown
  • External description on another website
    http://www.ressyn-bigdata.org
  • Persistent Identifier
    https://hdl.handle.net/20.500.12034/8497
  • Persistent Identifier
    https://doi.org/10.23668/psycharchives.12998
  • Language of content
    eng
  • Publisher
    ZPID (Leibniz Institute for Psychology)
  • Is part of
    Big Data & Research Syntheses 2023, Frankfurt, Germany
    en
  • Is related to
    http://www.ressyn-bigdata.org
  • Is related to
    https://hdl.handle.net/20.500.12034/8544
  • Dewey Decimal Classification number(s)
    150
  • Title
    Saving time and sanity: Using active learning for systematic reviews and meta-analyses
    en
  • DRO type
    conferenceObject
  • Visible tag(s)
    ZPID Conferences and Workshops