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Accelerating evidence-informed decision-making for the Sustainable Development Goals using machine learning
16 references·9 citing·53 second hop
Accelerating evidence-informed decision-making for the Sustainable Development Goals using machine learning (2020)Accelerating evidence-informed decision-m…Toward systematic review automation: a practical guide to using machine learning tools in research synthesis (2019)Toward systematic review auto…Predicting the time needed for environmental systematic reviews and systematic maps (2018)Predicting the time needed fo…Meta-analysis and the science of research synthesis (2018)Meta-analysis and the science…How Should Academics Engage in Policymaking to Achieve Impact? 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A textual analysis of design documents (2025)Do international financial in…A Machine Learning Toolkit for Selecting Studies and Topics in Systematic Literature Reviews (2025)A Machine Learning Toolkit fo…Leveraging artificial intelligence and machine learning analytics for development effectiveness: a comprehensive approach to extract insights from project data (2024)Leveraging artificial intelli…Discovering new pathways toward integration between health and sustainable development goals with natural language processing and network science (2023)Discovering new pathways towa…Birleşmiş Milletler Sürdürülebilir Kalkınma Amaçlarının Gerçekleştirilmesinde Yapay Zeka Uygulamalarının Rolü (2023)Birleşmiş Milletler Sürdürüle…ADVISE: Accelerating the Creation of Evidence Syntheses for Global Development Using Natural Language Processing-Supported Human-Artificial Intelligence Collaboration (2023)ADVISE: Accelerating the Crea…Digital artifacts reveal development and diffusion of climate research (2022)Digital artifacts reveal deve…Making the case for librarian expertise to support evidence synthesis for the sustainable development goals (2021)Making the case for librarian…Networks of Scientific Papers (1965)Scientific peer review (2011)The natural selection of bad science (2016)An open source machine learning framework for efficient and transparent systematic reviews (2021)Papers and patents are becoming less disruptive over time (2023)Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement (2009)Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement (2009)Use of Recommended Search Strategies in Systematic Reviews and the Impact of Librarian Involvement: A Cross-Sectional Survey of Recent Authors (2015)Errors in search strategies used in systematic reviews and their effects on information retrieval (2019)Music therapy for stress reduction: a systematic review and meta-analysis (2020)The reflective practitioner: How professionals think in action (1984)The Reflective Practitioner: How Professionals Think in Action (1985)Nudge: improving decisions about health, wealth, and happiness (2008)Toward More “Evidence‐Informed” Policy Making? 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References

  • 2009Preferred reporting items for systematic reviews and meta-analyses: the PRISMA Statement.44,857 cited
  • 2017Semantics derived automatically from language corpora contain human-like biases2,845 cited
  • 2018Meta-analysis and the science of research synthesis1,700 cited
  • 2015Growth rates of modern science: A bibliometric analysis based on the number of publications and cited references1,570 cited
  • 2016The Mass Production of Redundant, Misleading, and Conflicted Systematic Reviews and Meta‐analyses1,481 cited
  • 2000Does the inclusion of grey literature influence estimates of intervention effectiveness reported in meta-analyses?811 cited
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  • 2010Reconsidering evidence-based policy: Key issues and challenges527 cited
  • 2005Cognitive biases and decision support systems development: a design science approach354 cited
  • 2015Librarian co-authors correlated with higher quality reported search strategies in general internal medicine systematic reviews330 cited
  • 2016Transparency in Ecology and Evolution: Real Problems, Real Solutions201 cited
  • 2016SWIFT-Review: a text-mining workbench for systematic review196 cited
  • 2017Storytelling and evidence-based policy: lessons from the grey literature179 cited
  • 2009

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Systematic Reviews: The Good, the Bad and the Ugly
169 cited
  • 2018How Should Academics Engage in Policymaking to Achieve Impact?147 cited
  • 2018Predicting the time needed for environmental systematic reviews and systematic maps120 cited
  • Cited by

    • 2023Birleşmiş Milletler Sürdürülebilir Kalkınma Amaçlarının Gerçekleştirilmesinde Yapay Zeka Uygulamalarının Rolü24 cited
    • 2023Discovering new pathways toward integration between health and sustainable development goals with natural language processing and network science20 cited
    • 2021Making the case for librarian expertise to support evidence synthesis for the sustainable development goals17 cited
    • 2022Digital artifacts reveal development and diffusion of climate research12 cited
    • 2023ADVISE: Accelerating the Creation of Evidence Syntheses for Global Development Using Natural Language Processing-Supported Human-Artificial Intelligence Collaboration11 cited
    • 2025New opportunities and challenges for conservation evidence synthesis from advances in natural language processing7 cited
    • 2025A Machine Learning Toolkit for Selecting Studies and Topics in Systematic Literature Reviews7 cited
    • 2025Do international financial institutions facilitate agrifood systems transformation? A textual analysis of design documents4 cited
    • 2024Leveraging artificial intelligence and machine learning analytics for development effectiveness: a comprehensive approach to extract insights from project data3 cited