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Topic detection using paragraph vectors to support active learning in systematic reviews

Systematic reviews require expert reviewers to manually screen thousands of citations in order to identify all relevant articles to the review. Active learning text classification is a supervised machine learning approach that has been shown to significantly reduce the manual annotation workload by...

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Detalles Bibliográficos
Autores principales: Hashimoto, Kazuma, Kontonatsios, Georgios, Miwa, Makoto, Ananiadou, Sophia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4981645/
https://www.ncbi.nlm.nih.gov/pubmed/27293211
http://dx.doi.org/10.1016/j.jbi.2016.06.001

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