publication . Conference object . Other literature type . 2017

Tri Automatique de la Littérature pour les Revues Systématiques

Norman, Christopher; Leeflang, Mariska; Zweigenbaum, Pierre; Névéol, Aurélie;
Open Access
  • Published: 30 Jun 2017
  • Publisher: Zenodo
Abstract
Current approaches to document discovery for systematic reviews in biomedicine rely on exhaustive manual screening. We evaluate the performance of classifier based article discovery using different definitions of inclusion criteria. We test a logistic regressor on two datasets created from existing systematic reviews on clinical NLP and drug efficacy, using different criteria to generate positive and negative examples. The classification and ranking achieves an average AUC of 0.769 when relying on gold standard decisions based on title and abstracts of articles, and an AUC of 0.835 when relying on decisions based on full text. Results suggest that inclusion base...
Subjects
free text keywords: Supervised Classification, Information Retrieval, Systematic Reviews
Funded by
EC| MIROR
Project
MIROR
Methods in Research on Research
  • Funder: European Commission (EC)
  • Project Code: 676207
  • Funding stream: H2020 | MSCA-ITN-EJD
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ZENODO
Conference object . 2017
Provider: ZENODO
http://dx.doi.org/10.5281/zeno...
Other literature type . 2017
Provider: Datacite
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publication . Conference object . Other literature type . 2017

Tri Automatique de la Littérature pour les Revues Systématiques

Norman, Christopher; Leeflang, Mariska; Zweigenbaum, Pierre; Névéol, Aurélie;