publication . Conference object . Article . Other literature type . 2018

Data Extraction and Synthesis in Systematic Reviews of Diagnostic Test Accuracy: A Corpus for Automating and Evaluating the Process

Norman, Christopher; Leeflang, Mariska; Névéol, Aurélie;
Open Access English
  • Published: 01 Nov 2018
  • Publisher: HAL CCSD
  • Country: France
Abstract
International audience; Background: Systematic reviews are critical for obtaining accurate estimates of diagnostic test accuracy, yet theserequire extracting information buried in free text articles, which is often laborious. Objective: We create a datasetdescribing the data extraction and synthesis processes in 63 DTA systematic reviews, and demonstrate its utility byusing it to replicate the data synthesis in the original reviews. Method: We construct our dataset using a customautomated extraction pipeline complemented with manual extraction, verification, and post-editing. We evaluate us-ing manual assessment by two annotators and by comparing against data ex...
Subjects
free text keywords: [INFO]Computer Science [cs], [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL], Articles
Funded by
EC| MIROR
Project
MIROR
Methods in Research on Research
  • Funder: European Commission (EC)
  • Project Code: 676207
  • Funding stream: H2020 | MSCA-ITN-EJD
Hal-Diderot
Conference object . 2018
Provider: Hal-Diderot
Zenodo
Other literature type . 2018
Provider: Datacite
Zenodo
Other literature type . 2018
Provider: Datacite
HAL Descartes
Conference object . 2018
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