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Systematic online living evidence summaries: emerging tools to accelerate evidence synthesis.

Kaitlyn HairEmma WilsonCharis WongAnthony TsangMalcolm Robert MacLeodAlexandra Bannach-Brown
Published in: Clinical science (London, England : 1979) (2023)
Systematic reviews and meta-analysis are the cornerstones of evidence-based decision making and priority setting. However, traditional systematic reviews are time and labour intensive, limiting their feasibility to comprehensively evaluate the latest evidence in research-intensive areas. Recent developments in automation, machine learning and systematic review technologies have enabled efficiency gains. Building upon these advances, we developed Systematic Online Living Evidence Summaries (SOLES) to accelerate evidence synthesis. In this approach, we integrate automated processes to continuously gather, synthesise and summarise all existing evidence from a research domain, and report the resulting current curated content as interrogatable databases via interactive web applications. SOLES can benefit various stakeholders by (i) providing a systematic overview of current evidence to identify knowledge gaps, (ii) providing an accelerated starting point for a more detailed systematic review, and (iii) facilitating collaboration and coordination in evidence synthesis.
Keyphrases
  • systematic review
  • machine learning
  • meta analyses
  • social media
  • deep learning
  • high throughput
  • healthcare
  • randomized controlled trial
  • big data