Machine Learning Screening

Machine Learning Screening is a computational methodology within the domain of systematic study selection that employs machine learning algorithms to automatically identify, classify, or prioritize scholarly records for inclusion in academic research, distinguished by its reliance on data-driven models to enhance the efficiency and accuracy of screening processes.

133

Publications

8.1K

Citations

710

Authors

325

Institutions

Publications per year

2017–2026

121

Parents

Sanctions ScreeningStudy Selection

Publications

133

An open source machine learning framework for efficient and transparent systematic reviews

Nature Machine Intelligence · 2021 · 1.1K citations · Full text

Computing, Computer Science, Machine Learning +16

SWIFT-Review: a text-mining workbench for systematic review

Brian E. Howard, Jason Phillips, Kyle J. Miller et al. · Systematic Reviews · 2016 · 191 citations · Full text

Computing, Computer Science, Information Retrieval +16

Identifying reports of randomized controlled trials (RCTs) via a hybrid machine learning and crowdsourcing approach

Byron Wallace, Anna H Noel-Storr, Iain Marshall et al. · Journal of the American Medical Informatics Association · 2017 · 191 citations · Full text

Medicine, Biomedical Informatics, Computer Science +10

Autism Spectrum Disorder Screening

Fadi Thabtah · 2017 · 190 citations

Medicine, Behavioral Sciences, Psychiatry +16

Research Screener: a machine learning tool to semi-automate abstract screening for systematic reviews

Kevin Chai, Robin L. J. Lines, Daniel F. Gucciardi et al. · Systematic Reviews · 2021 · 180 citations · Full text

Computing, Computer Science, Data Analytics +16

1–5 of 133

Authors

710

AW
Abdul Wadood
Abdul Wali Khan University Mardan, Pakistan
4 publications · 160 citations
4
h-index
LH
Lisa Hartling
University of Alberta, Canada
4 publications · 398 citations
4
h-index
AG
Allison Gates
University of Alberta, Canada
4 publications · 398 citations
4
h-index
RV
Rens van de Schoot
Utrecht University, Netherlands
4 publications · 301 citations
4
h-index
HL
Hong Liang
Guangzhou University, China
3 publications · 269 citations
3
h-index

1–5 of 710

Institutions

325

1–8 of 325

Venues

Systematic Reviews
12 publications · 1.2K citations
12
h-index
ACS Applied Materials & Interfaces
4 publications · 213 citations
4
h-index
BMC Medical Research Methodology
4 publications · 391 citations
4
h-index
The Journal of Physical Chemistry C
3 publications · 72 citations
3
h-index
PLoS ONE
3 publications · 71 citations
3
h-index

1–5