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Screening PubMed abstracts: is class imbalance always a challenge to machine learning?

BACKGROUND: The growing number of medical literature and textual data in online repositories led to an exponential increase in the workload of researchers involved in citation screening for systematic reviews. This work aims to combine machine learning techniques and data preprocessing for class imb...

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Podrobná bibliografie
Vydáno v:Syst Rev
Hlavní autoři: Lanera, Corrado, Berchialla, Paola, Sharma, Abhinav, Minto, Clara, Gregori, Dario, Baldi, Ileana
Médium: Artigo
Jazyk:Inglês
Vydáno: BioMed Central 2019
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC6896747/
https://ncbi.nlm.nih.gov/pubmed/31810495
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s13643-019-1245-8
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