STEED: A data mining tool for automated extraction of experimental parameters and risk of bias items from in vivo publications

Our text mining tool, STEED, can extract key experimental parameters and risk of bias items from the neuroscience in vivo literature. This enables the tool's deployment for probing a field in a research improvement context or replacing one human reader during data extraction, resulting in substantial time savings and contributing towards the automation of systematic reviews.

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Publication Details

Journal
PLoS ONE
Published
2024-11-26
DOI
https://doi.org/10.1371/journal.pone.0311358
Primary Topic
Viral Infectious Diseases and Gene Expression in Insects
Type
article
Field-Weighted Citation Impact
0.00

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article

STEED: A data mining tool for automated extraction of experimental parameters and risk of bias items from in vivo publications

Julia Bugajska, Benjamin Victor Ineichen, Daniel S. Reich, Bernard Friedrich Hild et al.
PLoS ONE
Viral Infectious Diseases and Gene Expression in Insects
article

STEED: A data mining tool for automated extraction of experimental parameters and risk of bias items from in vivo publications

Julia Bugajska, Benjamin Victor Ineichen, Daniel S. Reich, Bernard Friedrich Hild, Marianna Rosso, David Brüschweiler, Wolfgang Emanuel Zürrer, Ewoud Ewing, Amelia Elaine Cannon
article en

Abstract

Our text mining tool, STEED, can extract key experimental parameters and risk of bias items from the neuroscience in vivo literature. This enables the tool's deployment for probing a field in a research improvement context or replacing one human reader during data extraction, resulting in substantial time savings and contributing towards the automation of systematic reviews.

PLoS ONEVol. 19(11)
National Institutes of Health (US), Karolinska University Hospital (SE), University of Zurich (CH), Karolinska Institutet (SE), National Institute of Neurological Disorders and Stroke (US)
National Science Foundation, Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung, Universität Zürich, National Institute of Neurological Disorders and Stroke
Decent work and economic growth
Openalex Percentile: Top 81%
Viral Infectious Diseases and Gene Expression in Insects
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STEED: A data mining tool for automated extraction of experimental parameters and risk of bias items from in vivo publications — Julia Bugajska, Benjamin Victor Ineichen, et al. · PLoS ONE (2024) | TGRS Research Map | TGRS