Systematic review automation technologies View Full Text


Ontology type: schema:ScholarlyArticle      Open Access: True


Article Info

DATE

2014-12

AUTHORS

Guy Tsafnat, Paul Glasziou, Miew Keen Choong, Adam Dunn, Filippo Galgani, Enrico Coiera

ABSTRACT

Systematic reviews, a cornerstone of evidence-based medicine, are not produced quickly enough to support clinical practice. The cost of production, availability of the requisite expertise and timeliness are often quoted as major contributors for the delay. This detailed survey of the state of the art of information systems designed to support or automate individual tasks in the systematic review, and in particular systematic reviews of randomized controlled clinical trials, reveals trends that see the convergence of several parallel research projects.We surveyed literature describing informatics systems that support or automate the processes of systematic review or each of the tasks of the systematic review. Several projects focus on automating, simplifying and/or streamlining specific tasks of the systematic review. Some tasks are already fully automated while others are still largely manual. In this review, we describe each task and the effect that its automation would have on the entire systematic review process, summarize the existing information system support for each task, and highlight where further research is needed for realizing automation for the task. Integration of the systems that automate systematic review tasks may lead to a revised systematic review workflow. We envisage the optimized workflow will lead to system in which each systematic review is described as a computer program that automatically retrieves relevant trials, appraises them, extracts and synthesizes data, evaluates the risk of bias, performs meta-analysis calculations, and produces a report in real time. More... »

PAGES

74

References to SciGraph publications

  • 2007-12. A systematic comparison of software dedicated to meta-analysis of causal studies in BMC MEDICAL RESEARCH METHODOLOGY
  • 2013. The Information Retrieval Process in WEB INFORMATION RETRIEVAL
  • 2011-12. Effects of olmesartan on renal and cardiovascular outcomes in type 2 diabetes with overt nephropathy: a multicentre, randomised, placebo-controlled study in DIABETOLOGIA
  • 2011-12. Automatic classification of sentences to support Evidence Based Medicine in BMC BIOINFORMATICS
  • 2013-12. Data extraction from machine-translated versus original language randomized trial reports: a comparative study in SYSTEMATIC REVIEWS
  • 2009-12. Meta-Analyst: software for meta-analysis of binary, continuous and diagnostic data in BMC MEDICAL RESEARCH METHODOLOGY
  • 2012. Improving Open Information Extraction for Informal Web Documents with Ripple-Down Rules in KNOWLEDGE MANAGEMENT AND ACQUISITION FOR INTELLIGENT SYSTEMS
  • 2006-12. Searching for observational studies: what does citation tracking add to PubMed? A case study in depression and coronary heart disease in BMC MEDICAL RESEARCH METHODOLOGY
  • 2006-12. Meta-DiSc: a software for meta-analysis of test accuracy data in BMC MEDICAL RESEARCH METHODOLOGY
  • 2004-12. Developing optimal search strategies for detecting clinically sound prognostic studies in MEDLINE: an analytic survey in BMC MEDICINE
  • 2013-12. Are systematic reviews up-to-date at the time of publication? in SYSTEMATIC REVIEWS
  • 2012-12. Studying the potential impact of automated document classification on scheduling a systematic review update in BMC MEDICAL INFORMATICS AND DECISION MAKING
  • 2014-12. Design and implementation of Metta, a metasearch engine for biomedical literature retrieval intended for systematic reviewers in HEALTH INFORMATION SCIENCE AND SYSTEMS
  • 2010-12. Semi-automated screening of biomedical citations for systematic reviews in BMC BIOINFORMATICS
  • 2010-12. ExaCT: automatic extraction of clinical trial characteristics from journal publications in BMC MEDICAL INFORMATICS AND DECISION MAKING
  • 2010-04. Document clustering of scientific texts using citation contexts in INFORMATION RETRIEVAL JOURNAL
  • 2011-12. The Global Evidence Mapping Initiative: Scoping research in broad topic areas in BMC MEDICAL RESEARCH METHODOLOGY
  • 2008-12. Are decision trees a feasible knowledge representation to guide extraction of critical information from randomized controlled trial reports? in BMC MEDICAL INFORMATICS AND DECISION MAKING
  • Identifiers

    URI

    http://scigraph.springernature.com/pub.10.1186/2046-4053-3-74

    DOI

    http://dx.doi.org/10.1186/2046-4053-3-74

    DIMENSIONS

    https://app.dimensions.ai/details/publication/pub.1046902330

    PUBMED

    https://www.ncbi.nlm.nih.gov/pubmed/25005128


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