Automation of systematic literature reviews: A systematic literature review

R Van Dinter, B Tekinerdogan, C Catal - Information and Software …, 2021 - Elsevier
Abstract Context Systematic Literature Review (SLR) studies aim to identify relevant primary
papers, extract the required data, analyze, and synthesize results to gain further and broader …

Using text mining for study identification in systematic reviews: a systematic review of current approaches

A O'Mara-Eves, J Thomas, J McNaught, M Miwa… - Systematic reviews, 2015 - Springer
Background The large and growing number of published studies, and their increasing rate of
publication, makes the task of identifying relevant studies in an unbiased way for inclusion in …

Artificial intelligence to automate the systematic review of scientific literature

J de la Torre-López, A Ramírez, JR Romero - Computing, 2023 - Springer
Artificial intelligence (AI) has acquired notorious relevance in modern computing as it
effectively solves complex tasks traditionally done by humans. AI provides methods to …

Systematicity in organizational research literature reviews: A framework and assessment

Z Simsek, B Fox, C Heavey - Organizational Research …, 2023 - journals.sagepub.com
In this study, we first develop a framework that presents systematicity as an encompassing
orientation toward the application of explicit methods in the practice of literature reviews …

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

R Ofori-Boateng, M Aceves-Martins… - Artificial intelligence …, 2024 - Springer
Systematic reviews (SRs) constitute a critical foundation for evidence-based decision-
making and policy formulation across various disciplines, particularly in healthcare and …

Tools to support systematic literature reviews in software engineering: A mapping study

C Marshall, P Brereton - 2013 ACM/IEEE international …, 2013 - ieeexplore.ieee.org
Background: Systematic literature reviews (SLRs) have become an established
methodology in software engineering (SE) research however they can be very time …

Finding better active learners for faster literature reviews

Z Yu, NA Kraft, T Menzies - Empirical Software Engineering, 2018 - Springer
Literature reviews can be time-consuming and tedious to complete. By cataloging and
refactoring three state-of-the-art active learning techniques from evidence-based medicine …

Automating systematic literature review

KR Felizardo, JC Carver - Contemporary empirical methods in software …, 2020 - Springer
Systematic literature reviews (SLRs) have become the foundation of evidence-based
software engineering (EBSE). Conducting an SLR is largely a manual process. In the past …

[HTML][HTML] A Multi-Channel Convolutional Neural Network approach to automate the citation screening process

R van Dinter, C Catal, B Tekinerdogan - Applied Soft Computing, 2021 - Elsevier
The systematic literature review (SLR) process is separated into several steps to increase
rigor and reproducibility. The selection of primary studies (ie, citation screening) is an …

Quality attributes and quality models for ambient assisted living software systems: A systematic mapping

L Garcés, A Ampatzoglou, P Avgeriou… - Information and Software …, 2017 - Elsevier
Abstract Context: Ambient Assisted Living (AAL) has become an essential, multidisciplinary
research topic, aiming at providing software systems and services that assist people in their …