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Supporting systematic reviews using LDA-based document representations
8 references·16 citing·34 second hop
Supporting systematic reviews using LDA-based document representations (2015)Supporting systematic reviews using LDA-b…Using text mining for study identification in systematic reviews: a systematic review of current approaches (2015)Using text mining for study i…Erratum to: Using text mining for study identification in systematic reviews: a systematic review of current approaches (2015)Erratum to: Using text mining…Reducing systematic review workload through certainty-based screening (2014)Reducing systematic review wo…Semi-automated screening of biomedical citations for systematic reviews (2010)Semi-automated screening of b…A new algorithm for reducing the workload of experts in performing systematic reviews (2010)A new algorithm for reducing …Supporting Systematic Reviews Using Text Mining (2009)Supporting Systematic Reviews…Reducing Workload in Systematic Review Preparation Using Automated Citation Classification (2005)Reducing Workload in Systemat…Formulating Questions and Locating Primary Studies for Inclusion in Systematic Reviews (1997)Formulating Questions and Loc…Mapping the landscape of women entrepreneurs in micro and small enterprises: Trends, themes, and insights through systematic review and text mining (2025)Mapping the landscape of wome…Automation of systematic reviews of biomedical literature: a scoping review of studies indexed in PubMed (2024)Automation of systematic revi…Application of text mining and coupling theory to depth cognition of aviation safety risk (2024)Application of text mining an…Unsupervised title and abstract screening for systematic review: a retrospective case-study using topic modelling methodology (2023)Unsupervised title and abstra…Topic-based technology mapping using patent data analysis: A case study of vehicle tires (2023)Topic-based technology mappin…The use of artificial intelligence for automating or semi-automating biomedical literature analyses: A scoping review (2023)The use of artificial intelli…Steps in undertaking meta-analysis and addressing heterogeneity in meta-analysis (2023)Steps in undertaking meta-ana…Evolution and recombination of topics in Technological Forecasting and Social Change (2023)Evolution and recombination o…Automating Systematic Literature Reviews with Natural Language Processing and Text Mining: A Systematic Literature Review (2023)Automating Systematic Literat…Digitalising the Systematic Literature Review process: the MySLR platform (2022)Digitalising the Systematic L…Sexual Orientation Identity Development Milestones Among Lesbian, Gay, Bisexual, and Queer People: A Systematic Review and Meta-Analysis (2021)Sexual Orientation Identity D…Artificial intelligence and automation of systematic reviews in women's health (2020)Artificial intelligence and a…Who says what? Content and participation characteristics in an online depression community (2019)Who says what? Content and pa…Machine learning techniques for the automation of literature reviews and systematic reviews in EFSA (2018)Machine learning techniques f…Discriminating between empirical studies and nonempirical works using automated text classification (2018)Discriminating between empiri…Reproducibility of studies on text mining for citation screening in systematic reviews: Evaluation and checklist (2017)Reproducibility of studies on…The American Heritage Word Frequency Book (1973)Developing Optimal Search Strategies for Detecting Clinically Sound Studies in MEDLINE (1994)Automating data extraction in systematic reviews: a systematic review (2015)Meta-analysis in social research (1982)Publication bias in clinical research (1991)Empirical evidence of bias. Dimensions of methodological quality associated with estimates of treatment effects in controlled trials (1995)Defining the Review Question and Developing Criteria for Including Studies (2008)Systematic review automation technologies (2014)Systematic Reviews: Rationale for systematic reviews (1994)A Brief History of Research Synthesis (2002)Machine learning algorithms for systematic review: reducing workload in a preclinical review of animal studies and reducing human screening error (2019)Research Screener: a machine learning tool to semi-automate abstract screening for systematic reviews (2021)Natural language processing applied to mental illness detection: a narrative review (2022)Seventy-Five Trials and Eleven Systematic Reviews a Day: How Will We Ever Keep Up? (2010)An Introduction to Systematic Reviews (2013)Evidence & Gap Maps: A tool for promoting evidence informed policy and strategic research agendas (2016)The value of a second reviewer for study selection in systematic reviews (2019)Developing optimal search strategies for detecting sound clinical prediction studies in MEDLINE. (2003)Automated confidence ranked classification of randomized controlled trial articles: an aid to evidence-based medicine (2015)Learning to identify relevant studies for systematic reviews using random forest and external information (2015)Screening articles for systematic reviews with ChatGPT (2024)Practical Meta-Analysis (2000)Introduction to Meta‐Analysis (2009)Preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) 2015 statement (2015)Authenticity and Inauthenticity in Adolescents: A Scoping Review (2023)Meta-analysis of Observational Studies in Epidemiology A Proposal for Reporting (2000)Quantifying heterogeneity in a meta‐analysis (2002)The PRISMA 2020 statement: an updated guideline for reporting systematic reviews (2021)A meta-analysis of learners’ continuance intention toward online education platforms (2024)Living systematic reviews: 2. Combining human and machine effort (2017)Supply chain risk management: present and future scope (2012)Searching for and selecting studies (2019)Single screening versus conventional double screening for study selection in systematic reviews: a methodological systematic review (2019)Toward systematic review automation: a practical guide to using machine learning tools in research synthesis (2019)
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References

  • 2015Using text mining for study identification in systematic reviews: a systematic review of current approaches680 cited
  • 1997Formulating Questions and Locating Primary Studies for Inclusion in Systematic Reviews506 cited
  • 2005Reducing Workload in Systematic Review Preparation Using Automated Citation Classification410 cited
  • 2015Erratum to: Using text mining for study identification in systematic reviews: a systematic review of current approaches353 cited
  • 2010Semi-automated screening of biomedical citations for systematic reviews351 cited
  • 2014Reducing systematic review workload through certainty-based screening190 cited
  • 2009Supporting Systematic Reviews Using Text Mining144 cited
  • 2010A new algorithm for reducing the workload of experts in performing systematic reviews100 cited

Cited by

  • 2021Sexual Orientation Identity Development Milestones Among Lesbian, Gay, Bisexual, and Queer People: A Systematic Review and Meta-Analysis188 cited
  • 2023Steps in undertaking meta-analysis and addressing heterogeneity in meta-analysis76 cited
  • 2023The use of artificial intelligence for automating or semi-automating biomedical literature analyses: A scoping review64 cited
  • 2024Application of text mining and coupling theory to depth cognition of aviation safety risk64 cited
  • 2022Digitalising the Systematic Literature Review process: the MySLR platform62 cited

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  • 2019Who says what? Content and participation characteristics in an online depression community62 cited
  • 2023Topic-based technology mapping using patent data analysis: A case study of vehicle tires55 cited
  • 2017Reproducibility of studies on text mining for citation screening in systematic reviews: Evaluation and checklist54 cited
  • 2024Automation of systematic reviews of biomedical literature: a scoping review of studies indexed in PubMed48 cited
  • 2023Unsupervised title and abstract screening for systematic review: a retrospective case-study using topic modelling methodology39 cited
  • 2018Machine learning techniques for the automation of literature reviews and systematic reviews in EFSA36 cited
  • 2023Automating Systematic Literature Reviews with Natural Language Processing and Text Mining: A Systematic Literature Review33 cited
  • 2025Mapping the landscape of women entrepreneurs in micro and small enterprises: Trends, themes, and insights through systematic review and text mining26 cited
  • 2018Discriminating between empirical studies and nonempirical works using automated text classification26 cited
  • 2023Evolution and recombination of topics in Technological Forecasting and Social Change23 cited
  • 2020Artificial intelligence and automation of systematic reviews in women's health17 cited