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Large Language Models for Thematic Summarization in Qualitative Health Care Research: Comparative Analysis of Model and Human Performance
7 references·5 citing·42 second hop
Large Language Models for Thematic Summarization in Qualitative Health Care Research: Comparative Analysis of Model and Human Performance (2025)Large Language Models for Thematic Summar…Exploring the Use of Artificial Intelligence for Qualitative Data Analysis: The Case of ChatGPT (2023)Exploring the Use of Artifici…ChatGPT outperforms crowd workers for text-annotation tasks (2023)ChatGPT outperforms crowd wor…Text Mining of Open-Ended Questions in Self-Assessment of University Teachers: An LDA Topic Modeling Approach (2020)Text Mining of Open-Ended Que…The Content Analysis Guidebook (2017)The Content Analysis GuidebookToward a mechanistic psychology of dialogue (2004)Toward a mechanistic psycholo…Grounding in communication. (1991)Grounding in communication.The Measurement of Observer Agreement for Categorical Data (1977)The Measurement of Observer A…The use and methodological reporting of large language models in qualitative research: a scoping review (2026)The use and methodological re…Large language models for thematic analysis in healthcare research: A blinded mixed-methods comparison with human analysts (2026)Large language models for the…Leveraging ChatGPT for thematic analysis of medical best practice advisory data (2025)Leveraging ChatGPT for themat…Human–AI Collaboration Pipeline for Thematic Analysis: Example of VR-Supported Pulmonary Rehabilitation (2025)Human–AI Collaboration Pipeli…Automating inductive thematic analyses of health content using large language models: a proof-of-concept study using social media data (2025)Automating inductive thematic…Opening up Closings (1973)A simplest systematics for the organization of turn-taking for conversation (1974)The Preference for Self-Correction in the Organization of Repair in Conversation (1977)What do you mean by collaborative learning? (1999)Distance Matters (2000)Social Media Use in Organizations: Exploring the Affordances of Visibility, Editability, Persistence, and Association (2013)ASPECTS OF THE THEORY OF SYNTAX (1964)A simplest systematics for the organization of turn-taking for conversation (1974)Brain-to-brain coupling: a mechanism for creating and sharing a social world (2012)An integrated theory of language production and comprehension (2013)Toward a second-person neuroscience (2013)A Coefficient of Agreement for Nominal Scales (1960)Guidelines, criteria, and rules of thumb for evaluating normed and standardized assessment instruments in psychology. (1994)Schedule for Affective Disorders and Schizophrenia for School-Age Children-Present and Lifetime Version (K-SADS-PL): Initial Reliability and Validity Data (1997)The feasibility of creating a checklist for the assessment of the methodological quality both of randomised and non-randomised studies of health care interventions. (1998)Preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) 2015 statement (2015)RoB 2: a revised tool for assessing risk of bias in randomised trials (2019)Structural Topic Models for Open‐Ended Survey Responses (2014)Quantitative analysis of large amounts of journalistic texts using topic modelling (2015)Applying LDA Topic Modeling in Communication Research: Toward a Valid and Reliable Methodology (2018)Airbnb rental price modeling based on Latent Dirichlet Allocation and MESF-XGBoost composite model (2021)Machine and expert judgments of student perceptions of teaching behavior in secondary education: Added value of topic modeling with big data (2022)Insights into sustainability and circular economy trends in luxury fashion: A LinkedIn topic modelling study (2024)The Structure of Scientific Revolutions (1996)Constructing grounded theory (2014)Prompts, Pearls, Imperfections: Comparing ChatGPT and a Human Researcher in Qualitative Data Analysis (2024)ChatGPT in thematic analysis: Can AI become a research assistant in qualitative research? (2025)Thematic Analysis and Artificial Intelligence: A Step-by-Step Process for Using ChatGPT in Thematic Analysis (2025)Artificial Intelligence Augmented Qualitative Analysis: The Way of the Future? (2023)An Examination of the Use of Large Language Models to Aid Analysis of Textual Data (2024)High agreement but low Kappa: I. the problems of two paradoxes (1990)Bias, prevalence and kappa (1993)Using thematic analysis in psychology (2006)The Discovery of Grounded Theory; Strategies for Qualitative Research (1968)Consolidated criteria for reporting qualitative research (COREQ): a 32-item checklist for interviews and focus groups (2007)PRISMA Extension for Scoping Reviews (PRISMA-ScR): Checklist and Explanation (2018)Qualitative Content Analysis (2008)The qualitative content analysis process (2008)How to plan and perform a qualitative study using content analysis (2016)Can Large Language Models Transform Computational Social Science? (2023)Can Generative AI improve social science? (2024)Durably reducing conspiracy beliefs through dialogues with AI (2024)
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References

  • 1977The Measurement of Observer Agreement for Categorical Data81,000 cited
  • 2017The Content Analysis Guidebook9,228 cited
  • 1991Grounding in communication.4,555 cited
  • 2004Toward a mechanistic psychology of dialogue2,678 cited
  • 2023ChatGPT outperforms crowd workers for text-annotation tasks1,193 cited
  • 2023Exploring the Use of Artificial Intelligence for Qualitative Data Analysis: The Case of ChatGPT443 cited
  • 2020Text Mining of Open-Ended Questions in Self-Assessment of University Teachers: An LDA Topic Modeling Approach114 cited

Cited by

  • 2025Leveraging ChatGPT for thematic analysis of medical best practice advisory data7 cited
  • 2026Large language models for thematic analysis in healthcare research: A blinded mixed-methods comparison with human analysts7 cited
  • 2026The use and methodological reporting of large language models in qualitative research: a scoping review5 cited
  • 2025Automating inductive thematic analyses of health content using large language models: a proof-of-concept study using social media data4 cited
  • 2025Human–AI Collaboration Pipeline for Thematic Analysis: Example of VR-Supported Pulmonary Rehabilitation1 cited

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