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This paper is in the following e-collection/theme issue:

Chatbots and Conversational Agents (1127) Artificial Intelligence (4492) Data Science (672) Innovations in Clinical Trials and Research Data Management (205) Generative Language Models Including ChatGPT (1389) Technology in Scientific Publishing (18) AI for Writing and Research Communication (28) Tools and Software for Metascience and Research Integrity Research (26)

Published on in Vol 27 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/63550, first published .
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ChatGPT for Univariate Statistics: Validation of AI-Assisted Data Analysis in Healthcare Research

ChatGPT for Univariate Statistics: Validation of AI-Assisted Data Analysis in Healthcare Research

Authors of this article:

Michael R Ruta1 Author Orcid Image ;   Tony Gaidici1 Author Orcid Image ;   Chase Irwin1 Author Orcid Image ;   Jonathan Lifshitz1 Author Orcid Image
Article Authors Cited by (16) Tweetations (2) Metrics

Journals

  1. Ordak M. AI‐Assisted Statistical Review: Could It Have Averted Retractions? A Case‐Based Perspective From Immunology. Allergy 2025;80(12):3441 View
  2. Jeon K, Youn T, Chae I. ChatGPT and Medical Statistics: A Narrative Review on Opportunities, Pitfalls, and the Principle of “Trust, but Verify”. Journal of Cardiovascular Intervention 2025;4(4):231 View
  3. Ng J. Prompt engineering for generative artificial intelligence chatbots in health research: A practical guide for traditional, complementary, and integrative medicine researchers. Integrative Medicine Research 2025;14(4):101222 View
  4. Hui L, Khosa F. Artificial Intelligence in Action: Racial and Gender Disparities in Academic Radiology. Cureus 2025 View
  5. Wen Q, Kochhar P, Zeyada S, Javaheri T, Rawassizadeh R. From Clicks to Conversations: Evaluating the Effectiveness of Conversational Agents in Statistical Analysis. International Journal of Human–Computer Interaction 2026;42(11):7832 View
  6. Celik S. Integrating artificial intelligence into scientific writing: a narrative review for clinical and surgical researchers. The American Journal of Surgery 2025;250:116657 View
  7. Tinajero C. The Pediatric Surgeon's AI Toolbox: How Large Language Models Like ChatGPT Are Simplifying Practice and Expanding Global Access. European Journal of Pediatric Surgery 2026;36(03):190 View
  8. Kim S. Statistical analysis using ChatGPT in medical research. Obstetrics & Gynecology Science 2025;68(6):467 View
  9. Cleland J, Driessen E, Masters K, Lingard L, Maggio L. When and how to disclose AI use in academic publishing: AMEE Guide No.192. Medical Teacher 2026;48(4):542 View
  10. Liang L, Liang H, Choi D, Chuang S. Artificial Intelligence and Statistical Analysis in Oral and Maxillofacial Surgery Research: An Ally, Not a Replacement. Journal of Oral and Maxillofacial Surgery 2026;84(2):150 View
  11. Sebo P, Wang T. Evaluating the performance of ChatGPT-5, Claude, and DeepSeek for statistical analysis in medicine. Internal and Emergency Medicine 2026;21(4):1227 View
  12. Jeon K. Limitations and mitigation strategies for using generative artificial intelligence in medical writing: a narrative review. Journal of the Korean Medical Association 2026;69(2):118 View
  13. Stavseth M. Kan kunstig intelligens være din statistiske assistent?. Tidsskrift for Den norske legeforening 2026;146(4) View
  14. Gong E, Bang C, Shin Y. Applications of Large Language Models in Medical Research: From Systematic Reviews to Clinical Studies. Bioengineering 2026;13(3):365 View
  15. Ng J. A structured framework for effective and responsible generative artificial intelligence chatbot prompt engineering throughout the scientific process: a comprehensive guide for the health and medical researcher. Frontiers in Artificial Intelligence 2026;9 View
  16. Currie G, Hewis J. From data-rich to evidence-ready: A narrative review of generative artificial intelligence as a statistical scaffold in medical radiation sciences research. Journal of Medical Imaging and Radiation Sciences 2026;57(4):102447 View