A pilot study using machine learning and domain knowledge to facilitate comparative effectiveness review updating

GLMnet performed better when identifying AE-relevant articles for the AAP review (sensitivity=0.981) than for the LBD review (0.685). When attempting to maximize sensitivity, GLMnet achieved high sensitivities (0.99 for AAP and 1.0 for LBD) while reducing projected screening by 55.4 percent (1990/35...

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Bibliographic Details
Main Author: Dalal, Siddhartha R.
Corporate Authors: United States Agency for Healthcare Research and Quality, Southern California Evidence-Based Practice Center/RAND.
Format: eBook
Language:English
Published: Rockville, MD Agency for Healthcare Research and Quality [2012], 2012
Series:Methods research reports
Online Access:
Collection: National Center for Biotechnology Information - Collection details see MPG.ReNa
Table of Contents:
  • Includes bibliographical references