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Tools to support the automation of systematic reviews: a scoping review · Study

ReviewTools to support the automation of systematic reviews: a scoping review

Hanan Khalil2021

OA

Reviewgreen2021

Tools to support the automation of systematic reviews: a scoping review

Hanan Khalil · Daniel Ameen · Armita Zarnegar

189 citations·0/0 files stored·Journal of Clinical Epidemiology

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Meta-analysis and systematic reviews scientometrics and bibliometrics research Computational and Text Analysis Methods

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References

2020Updated methodological guidance for the conduct of scoping reviews 2021Updated methodological guidance for the conduct of scoping reviews 2020A full systematic review was completed in 2 weeks using automation tools: a case study 2015Using text mining for study identification in systematic reviews: a systematic review of current approaches 2019Toward systematic review automation: a practical guide to using machine learning tools in research synthesis 2020Software tools to support title and abstract screening for systematic reviews in healthcare: an evaluation 2015RobotReviewer: evaluation of a system for automatically assessing bias in clinical trials 2014A Microsoft-Excel-based tool for running and critically appraising network meta-analyses—an overview and application of NetMetaXL

Cited by

2023Guidance to best tools and practices for systematic reviews 2024Title and abstract screening for literature reviews using large language models: an exploratory study in the biomedical domain 2024The SAFE procedure: a practical stopping heuristic for active learning-based screening in systematic reviews and meta-analyses 2025ChatGPT in thematic analysis: Can AI become a research assistant in qualitative research?

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Papers that cite the same references — the relational fallback while embeddings are still backfilling.

2022Machine learning computational tools to assist the performance of systematic reviews: A mapping reviewreview · 6 shared references 2024An exploration of available methods and tools to improve the efficiency of systematic review production: a scoping reviewreview · 6 shared references 2024Automation tools to support undertaking scoping reviewsarticle · 6 shared references 2023Reducing Literature Screening Workload With Machine Learningarticle · 5 shared references 2025Comparing Artificial Intelligence and manual methods in systematic review processes: protocol for a systematic reviewreview · 5 shared references 2021An open source machine learning framework for efficient and transparent systematic reviewsreview · 4 shared references

Details

Year2021

Typereview

Published2021-12-08

VenueJournal of Clinical Epidemiology

ISSN-L0895-4356

Languageen

Citations189

Files0 public / 0

ShelfMeta-analysis and systematic reviews

Identifiers

doi10.1016/j.jclinepi.2021.12.005

openalex_workW4200398992

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2024Towards the automation of systematic reviews using natural language processing, machine learning, and deep learning: a comprehensive review

2024Potential Roles of Large Language Models in the Production of Systematic Reviews and Meta-Analyses

2025Enhancing systematic literature reviews with generative artificial intelligence: development, applications, and performance evaluation

2023The use of artificial intelligence for automating or semi-automating biomedical literature analyses: A scoping review