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A systematic review of the use of topic models for short text social media analysis
8 references·11 citing·47 second hop
A systematic review of the use of topic models for short text social media analysis (2023)A systematic review of the use of topic m…Topic Modeling in Management Research: Rendering New Theory from Textual Data (2019)Topic Modeling in Management …Quantitative analysis of large amounts of journalistic texts using topic modelling (2015)Quantitative analysis of larg…Structural Topic Models for Open‐Ended Survey Responses (2014)Structural Topic Models for O…Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement (2010)Preferred reporting items for…Empirical study of topic modeling in Twitter (2010)Empirical study of topic mode…The SAGE handbook of organizational research methods (2009)The SAGE handbook of organiza…Towards a Methodology for Developing Evidence‐Informed Management Knowledge by Means of Systematic Review (2003)Towards a Methodology for Dev…Information processing management (1972)Information processing manage…Topic modelling through the bibliometrics lens and its technique (2025)Topic modelling through the b…Topic modeling in hospitality and tourism research: Application areas, business insights, and managerial implications (2025)Topic modeling in hospitality…The collision of tradition and fashion: How anthropomorphizing museum exhibits influences cultural inheritance (2025)The collision of tradition an…Advancing Systematic Literature Reviews Methodology Through Topic Modeling (2025)Advancing Systematic Literatu…Use of Natural Language Processing to understand users’ perspective on the Art Places/Places of Interest in Global Cities Singapore and Hong Kong (2024)Use of Natural Language Proce…Text Mining-Based Analysis of Content Topics and User Engagement in University Social Media (2024)Text Mining-Based Analysis of…Piloting text-mining in a mixed-method evaluation on human rights: Management propositions for small public administrations (2024)Piloting text-mining in a mix…Large Language Models Can Enable Inductive Thematic Analysis of a Social Media Corpus in a Single Prompt: Human Validation Study (2024)Large Language Models Can Ena…Facilitating topic modeling in tourism research:Comprehensive comparison of new AI technologies (2024)Facilitating topic modeling i…Assessing the EU Climate and Energy Policy Priorities for Transport and Mobility through the Analysis of User-Generated Social Media Content Based on Text-Mining Techniques (2024)Assessing the EU Climate and …Conditional Topic Allocations for Open-Ended Survey Responses (2022)Conditional Topic Allocations…Framing: Toward Clarification of a Fractured Paradigm (1993)Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts (2013)Smart literature review: a practical topic modelling approach to exploratory literature review (2019)Machine Learning for Social Science: An Agnostic Approach (2021)Rhetoric and frame analysis of ExxonMobil's climate change communications (2021)The Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) Statement: Guidelines for Reporting Observational Studies (2007)Cochrane Handbook for Systematic Reviews of Interventions (2008)The PRISMA Statement for Reporting Systematic Reviews and Meta-Analyses of Studies That Evaluate Health Care Interventions: Explanation and Elaboration (2009)The PRISMA 2020 statement: an updated guideline for reporting systematic reviews (2021)The PRISMA 2020 statement: an updated guideline for reporting systematic reviews (2021)The PRISMA 2020 statement: An updated guideline for reporting systematic reviews (2021)Content Analysis in Mass Communication: Assessment and Reporting of Intercoder Reliability (2002)Computational Social Science (2009)A Model of Text for Experimentation in the Social Sciences (2016)stm : An R Package for Structural Topic Models (2019)The Diversity–Innovation Paradox in Science (2020)Primary, Secondary, and Meta-Analysis of Research (1976)The New production of knowledge: the dynamics of science and research in contemporary societies (1995)Re-Thinking Science: Knowledge and the Public in an Age of Uncertainty (2003)Bibliometric Methods in Management and Organization (2014)Literature review as a research methodology: An overview and guidelines (2019)How to conduct a bibliometric analysis: An overview and guidelines (2021)Content Analysis: An Introduction to its Methodology. (1984)Common risk factors in the returns on stocks and bonds (1993)Basics of qualitative research : techniques and procedures for developing grounded theory (1998)Capturing Causal Complexity: Heuristics for Configurational Theorizing (2020)Detecting latent topics and trends in educational technologies over four decades using structural topic modeling: A retrospective of all volumes of Computers & Education (2020)Text Preprocessing for Text Mining in Organizational Research: Review and Recommendations (2020)Social Media: A Review and Tutorial of Applications in Medicine and Health Care (2014)Aion Framework: Dimensional Emergence of AI Consciousness, Observer-Induced Collapse, and Cosmological Portal Dynamics (2023)Performing an Inductive Thematic Analysis of Semi-Structured Interviews With a Large Language Model: An Exploration and Provocation on the Limits of the Approach (2023)Evaluation of large language models within GenAI in qualitative research (2025)Prompt Engineering for Large Language Model-Assisted Inductive Thematic Analysis (2025)Large language models for thematic analysis in healthcare research: A blinded mixed-methods comparison with human analysts (2026)Content Analysis for the Social Sciences and Humanities (1970)Estimating the reproducibility of psychological science (2015)Text mining in tourism and hospitality research: a bibliometric perspective (2024)Deconstructing customer satisfaction recipes: A dynamic configurational framework leveraging the power of online reviews in tourism contexts (2025)Sources of Method Bias in Social Science Research and Recommendations on How to Control It (2011)Process Studies of Change in Organization and Management: Unveiling Temporality, Activity, and Flow (2013)Conducting systematic literature reviews and bibliometric analyses (2019)Discovering the evolution of Pollution Haven Hypothesis: A literature review and future research agenda (2022)Big Data and AI-Driven Product Design: A Survey (2023)Technology adoption as survival strategy for small and medium enterprises during COVID-19 (2023)Comparing Twitter and Traditional Media Using Topic Models (2011)Is the Sample Good Enough? 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this work references cited by second hop

References

  • 2003Towards a Methodology for Developing Evidence‐Informed Management Knowledge by Means of Systematic Review15,354 cited
  • 2010Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement12,147 cited
  • 2009The SAGE handbook of organizational research methods2,127 cited
  • 2014Structural Topic Models for Open‐Ended Survey Responses1,967 cited
  • 2010Empirical study of topic modeling in Twitter1,145 cited
  • 1972Information processing management704 cited
  • 2019Topic Modeling in Management Research: Rendering New Theory from Textual Data624 cited
  • 2015Quantitative analysis of large amounts of journalistic texts using topic modelling532 cited

Cited by

  • 2024Facilitating topic modeling in tourism research:Comprehensive comparison of new AI technologies84 cited
  • 2024Large Language Models Can Enable Inductive Thematic Analysis of a Social Media Corpus in a Single Prompt: Human Validation Study46 cited
  • 2025Topic modelling through the bibliometrics lens and its technique32 cited
  • 2025The collision of tradition and fashion: How anthropomorphizing museum exhibits influences cultural inheritance20 cited
  • 2024Assessing the EU Climate and Energy Policy Priorities for Transport and Mobility through the Analysis of User-Generated Social Media Content Based on Text-Mining Techniques8 cited

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2024
Text Mining-Based Analysis of Content Topics and User Engagement in University Social Media
2 cited
  • 2025Topic modeling in hospitality and tourism research: Application areas, business insights, and managerial implications2 cited
  • 2022Conditional Topic Allocations for Open-Ended Survey Responses2 cited
  • 2024Use of Natural Language Processing to understand users’ perspective on the Art Places/Places of Interest in Global Cities Singapore and Hong Kong2 cited
  • 2024Piloting text-mining in a mixed-method evaluation on human rights: Management propositions for small public administrations1 cited
  • 2025Advancing Systematic Literature Reviews Methodology Through Topic Modeling1 cited