Supporting Systematic Reviews Using Text Mining
نویسندگان
چکیده
منابع مشابه
Supporting Systematic Reviews using Text Mining
In this paper, we describe how we are using text mining solutions to enhance the production of systematic reviews. This collaborative project also serves as a proof of concept and as a testbed for deriving requirements for the development of more generally applicable text mining tools and services.
متن کاملA Text-Mining Framework for Supporting Systematic Reviews.
Systematic reviews (SRs) involve the identification, appraisal, and synthesis of all relevant studies for focused questions in a structured reproducible manner. High-quality SRs follow strict procedures and require significant resources and time. We investigated advanced text-mining approaches to reduce the burden associated with abstract screening in SRs and provide high-level information summ...
متن کاملApplications of text mining within systematic reviews.
Systematic reviews are a widely accepted research method. However, it is increasingly difficult to conduct them to fit with policy and practice timescales, particularly in areas which do not have well indexed, comprehensive bibliographic databases. Text mining technologies offer one possible way forward in reducing the amount of time systematic reviews take to conduct. They can facilitate the i...
متن کاملSupporting Frame Analysis using Text Mining
In this paper, we describe how text mining (TM) has been used to support frame analysis within the context of the ASSIST project. This technology is capable of retrieving knowledge from unstructured text and presenting it to researchers in a concise form. In the course of the ASSIST project, which is a collaboration between social researchers and text mining experts, we have designed and protot...
متن کاملUsing text mining for study identification in systematic reviews: a systematic review of current approaches
BACKGROUND The large and growing number of published studies, and their increasing rate of publication, makes the task of identifying relevant studies in an unbiased way for inclusion in systematic reviews both complex and time consuming. Text mining has been offered as a potential solution: through automating some of the screening process, reviewer time can be saved. The evidence base around t...
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ژورنال
عنوان ژورنال: Social Science Computer Review
سال: 2009
ISSN: 0894-4393,1552-8286
DOI: 10.1177/0894439309332293