Extracting large sets of data from systematic reviews:

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Presentation transcript:

Extracting large sets of data from systematic reviews: developing a basis for extracting, storing and using information on trials Bachelorthesis SS 2018 Lena Schmidt Project partner: Background To this day, the Cochrane Schizophrenia Group (CSG) produced and maintained 224 systematic reviews (SR). Their SR contain qualitative and quantitative data of more than 2800 clinical trials, mostly extracted by the hands of volunteers over the course of 24 years. These data are usable only in the context of a SR and with access to the Cochrane Library. In the public health sector, open access and sharing of clinical research data is a topic which is currently demanded, encouraged, but also criticised. An opportunity how the Cochrane Collaboration can contribute by sharing their data is discussed in this dissertation. ReviewManager5 files File backend Tidy XML CSG study register Research end-user Cloud Research question To which extend is it possible to automatise extraction of trial data from SR? analyse and categorise qualitative data? prepare these data to be used and shared? Results An app that extracts and analyses all trial data from a list of SR was produced. The app‘s output is a file that can be imported to Excel and Access databases for further analysis. Aim This dissertation aims at extracting and saving all trial data from the schizophrenia reviews in an accessible format. Picture 1: Process and use-cases randomised Methodology An analysis of 15 representative SR was carried out to explore relevant variables that could be extracted, resulting in the five domains below. Furthermore, the analysis explored description and frasing of the prose-text characteristics variables (e.g. identifying the 11 ways to spell double blind). Two SR on diagnostic accuracy were excluded because of their structural differences. The SR were available as ReviewManager5 files. For each variable, a path for extraction from the file‘s XML backend was identified and a Java app was developed to parse, extract, analyse and marshal all variables back to a newly created XML file. Allocation double blind Blinding crossover Design Processing Using Regular Expressions randomised Characteristics Methodology: - Allocation - Blinding … Participants: - Diagnosis - Criteria … Other trial demographics Risk of Bias + Judgement Selection Bias Bias judgement Performance Bias Bias Judgement Other biases and respective judgements References Type of reference Authors Title Journal Other reference-related variables Identifiers Trial level: - Clin.Trials gov - DOI … Reference level: - PubMed ID - Embase ID … Data Outcome names Interventions Subgroups Numeric data, depending on outcome type Other outcome-related variables Picture 2: “Characteristics of included studies table” from SR and cleaned variables Discussion It is possible to automatically extract data on outcomes, references, identifiers and risk of bias for all Cochrane reviews. Data on characteristics are prose, therefore cleaning and categorising here was developed specifically for the schizophrenia reviews and, due to exceptional spelling and frasing, is incomplete in very few cases. A database with clean and curated data on all available aspects of a trial is available to be used by the CSG and by projects within Cochrane that focus on categorisation and dissemination of evidence. Data on methodology can be queried together the respective bias items, which gives an added value since it helps with interpretation. Supervisors Prof. Dr. Kirsten Steinhausen Prof. Dr. Clive E. Adams Literature Pisani, E. and AbouZahr, C. (2010). Sharing health data: good intentions are not enough. Bulletin of the World Health Organization, 88(6), pp.462-466. Taichman, D., et al. (2016). Sharing Clinical Trial Data — A Proposal from the International Committee of Medical Journal Editors. New England Journal of Medicine, 374(4), pp.384-386.