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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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Veröffentlicht in:J Biomed Inform
Hauptverfasser: Hashimoto, Kazuma, Kontonatsios, Georgios, Miwa, Makoto, Ananiadou, Sophia
Format: Artigo
Sprache:Inglês
Veröffentlicht: Elsevier 2016
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC4981645/
https://ncbi.nlm.nih.gov/pubmed/27293211
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.jbi.2016.06.001
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