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Applying machine-learning to rapidly analyze large qualitative text datasets to inform the COVID-19 pandemic response: comparing human and machine-assisted topic analysis techniques
16 references·9 citing·40 second hop
Applying machine-learning to rapidly analyze large qualitative text datasets to inform the COVID-19 pandemic response: comparing human and machine-assisted topic analysis techniques (2023)Applying machine-learning to rapidly anal…One size fits all? What counts as quality practice in (reflexive) thematic analysis? (2020)One size fits all? What count…To saturate or not to saturate? Questioning data saturation as a useful concept for thematic analysis and sample-size rationales (2019)To saturate or not to saturat…stm : An R Package for Structural Topic Models (2019)stm : An R Package for Struct…Reflecting on reflexive thematic analysis (2019)Reflecting on reflexive thema…Natural Language Processing (NLP) in Qualitative Public Health Research: A Proof of Concept Study (2019)Natural Language Processing (…The Future of Coding: A Comparison of Hand-Coding and Three Types of Computer-Assisted Text Analysis Methods (2018)The Future of Coding: A Compa…quanteda: An R package for the quantitative analysis of textual data (2018)quanteda: An R package for th…Augmenting Qualitative Text Analysis with Natural Language Processing: Methodological Study (2018)Augmenting Qualitative Text A…The Utility of Template Analysis in Qualitative Psychology Research (2015)The Utility of Template Analy…Sample Size in Qualitative Interview Studies (2015)Sample Size in Qualitative In…Successful Qualitative Research: A practical guide for beginners (2014)Successful Qualitative Resear…Using natural language processing technology for qualitative data analysis (2011)Using natural language proces…Three techniques for integrating data in mixed methods studies (2010)Three techniques for integrat…Developing and Implementing a Triangulation Protocol for Qualitative Health Research (2006)Developing and Implementing a…How to read a paper: Papers that go beyond numbers (qualitative research) (1997)How to read a paper: Papers t…The structural topic model and applied social scienceThe structural topic model an…Machine-Assisted Topic Analysis of Large-Scale Health Experience Data: Identifying Sociodemographic Differences and Evaluating Bias in Large Language Models (2026)Machine-Assisted Topic Analys…Comparing human vs. machine-assisted analysis to develop a new approach for Big Qualitative Data Analysis (2026)Comparing human vs. machine-a…Using machine‐assisted topic analysis to expedite thematic analysis of free‐text data: Exemplar investigation of factors influencing health behaviours and wellbeing during the COVID ‐19 pandemic (2025)Using machine‐assisted topic …Using large language models for narrative analysis: a novel application of generative AI (2025)Using large language models f…The intersection of artificial intelligence with qualitative or mixed methods for communicable disease research: a scoping review (2025)The intersection of artificia…Integration of Machine Learning and Artificial Intelligence Techniques for Qualitative Research: The Rise of New Research Paradigms (2025)Integration of Machine Learni…Making the most of big qualitative datasets: a living systematic review of analysis methods (2024)Making the most of big qualit…El uso del modelo GPT de OpenAI para el análisis de textos abiertos en investigación educativa (2024)El uso del modelo GPT de Open…User feedback on the NHS test & Trace Service during COVID-19: The use of machine learning to analyse free-text data from 37,914 England adults (2023)User feedback on the NHS test…Qualitative Data Analysis: An Expanded Sourcebook (1994)Using thematic analysis in psychology (2006)Using the framework method for the analysis of qualitative data in multi-disciplinary health research (2013)Thematic Analysis (2018)Using thematic analysis in counselling and psychotherapy research: A critical reflection (2018)Interpretive description: A flexible qualitative methodology for medical education research (2020)Qualitative research in health care: Assessing quality in qualitative research (2000)Designing and Conducting Mixed Methods Research (2007)Social Return on Investment (SROI) methodology to account for value for money of public health interventions: a systematic review (2015)Mobile health technology adoption across generations: Narrowing the digital divide (2018)Changing Behavior Using the Theory of Planned Behavior (2020)Qualitative research and evaluation methods (1980)Naturalistic inquiry (1985)Research design: qualitative, quantitative, and mixed methods approaches (2003)Appraising the trustworthiness of qualitative studies: Guidelines for occupational therapists (2007)Combining individual interviews and focus groups to enhance data richness (2008)The use of triangulation in qualitative studies employing elite interviews (2019)Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts (2013)Structural Topic Models for Open‐Ended Survey Responses (2014)Corporate funding and ideological polarization about climate change (2015)A Model of Text for Experimentation in the Social Sciences (2016)Mobilizing Policy (In)Capacity to Fight COVID-19: Understanding Variations in State Responses (2020)The Structure of Scientific Revolutions (1963)The Discovery of Grounded Theory; Strategies for Qualitative Research (1968)How Many Interviews Are Enough? (2005)Code Saturation Versus Meaning Saturation (2016)Saturation in qualitative research: exploring its conceptualization and operationalization (2017)Extracting Policy Positions from Political Texts Using Words as Data (2003)Text Mining Infrastructure in R (2008)tidytext: Text Mining and Analysis Using Tidy Data Principles in R (2016)No Longer Lost in Translation: Evidence that Google Translate Works for Comparative Bag-of-Words Text Applications (2018)Politicization and Polarization in COVID-19 News Coverage (2020)Transforming Qualitative Information: Thematic Analysis and Code Development (1998)Thematic analysis. (2012)Thematic Analysis (2022)The Discovery of Grounded Theory: Strategies for Qualitative Research. (1968)Can I use TA? Should I use TA? Should I not use TA? Comparing reflexive thematic analysis and other pattern‐based qualitative analytic approaches (2020)Toward good practice in thematic analysis: Avoiding common problems and be(com)ing a knowing researcher (2022)Supporting best practice in reflexive thematic analysis reporting in Palliative Medicine : A review of published research and introduction to the Reflexive Thematic Analysis Reporting Guidelines (RTARG) (2024)A worked example of Braun and Clarke’s approach to reflexive thematic analysis (2021)
this work references cited by second hop

References

  • 2019Reflecting on reflexive thematic analysis19,565 cited
  • 2015Sample Size in Qualitative Interview Studies12,576 cited
  • 2020One size fits all? What counts as quality practice in (reflexive) thematic analysis?9,627 cited
  • 2014Successful Qualitative Research: A practical guide for beginners6,661 cited
  • 2019To saturate or not to saturate? Questioning data saturation as a useful concept for thematic analysis and sample-size rationales4,749 cited
  • 2015The Utility of Template Analysis in Qualitative Psychology Research1,917 cited
  • 2019stm : An R Package for Structural Topic Models1,713 cited
  • 2010Three techniques for integrating data in mixed methods studies1,580 cited
  • 2018quanteda: An R package for the quantitative analysis of textual data1,342 cited
  • 2006Developing and Implementing a Triangulation Protocol for Qualitative Health Research1,002 cited
  • 1997How to read a paper: Papers that go beyond numbers (qualitative research)753 cited
  • 2018The Future of Coding: A Comparison of Hand-Coding and Three Types of Computer-Assisted Text Analysis Methods237 cited
  • n.d.The structural topic model and applied social science231 cited
  • 2018Augmenting Qualitative Text Analysis with Natural Language Processing: Methodological Study181 cited

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  • 2011Using natural language processing technology for qualitative data analysis170 cited
  • 2019Natural Language Processing (NLP) in Qualitative Public Health Research: A Proof of Concept Study104 cited
  • Cited by

    • 2025Using large language models for narrative analysis: a novel application of generative AI24 cited
    • 2024Making the most of big qualitative datasets: a living systematic review of analysis methods23 cited
    • 2026Comparing human vs. machine-assisted analysis to develop a new approach for Big Qualitative Data Analysis9 cited
    • 2023User feedback on the NHS test & Trace Service during COVID-19: The use of machine learning to analyse free-text data from 37,914 England adults8 cited
    • 2025The intersection of artificial intelligence with qualitative or mixed methods for communicable disease research: a scoping review6 cited
    • 2024El uso del modelo GPT de OpenAI para el análisis de textos abiertos en investigación educativa5 cited
    • 2025Using machine‐assisted topic analysis to expedite thematic analysis of free‐text data: Exemplar investigation of factors influencing health behaviours and wellbeing during the COVID ‐19 pandemic2 cited
    • 2025Integration of Machine Learning and Artificial Intelligence Techniques for Qualitative Research: The Rise of New Research Paradigms2 cited
    • 2026Machine-Assisted Topic Analysis of Large-Scale Health Experience Data: Identifying Sociodemographic Differences and Evaluating Bias in Large Language Models1 cited