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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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Detalles Bibliográficos
Autores principales: Lanera, Corrado, Berchialla, Paola, Sharma, Abhinav, Minto, Clara, Gregori, Dario, Baldi, Ileana
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6896747/
https://www.ncbi.nlm.nih.gov/pubmed/31810495
http://dx.doi.org/10.1186/s13643-019-1245-8