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Can ChatGPT draft a research article? An example of population-level vaccine effectiveness analysis

We reflect on our experiences of using Generative Pre-trained Transformer ChatGPT, a chatbot launched by OpenAI in November 2022, to draft a research article. We aim to demonstrate how ChatGPT could help researchers to accelerate drafting their papers. We created a simulated data set of 100 000 heal...

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Detalles Bibliográficos
Autores principales: Macdonald, Calum, Adeloye, Davies, Sheikh, Aziz, Rudan, Igor
Formato: Online Artículo Texto
Lenguaje:English
Publicado: International Society of Global Health 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9936200/
https://www.ncbi.nlm.nih.gov/pubmed/36798998
http://dx.doi.org/10.7189/jogh.13.01003
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author Macdonald, Calum
Adeloye, Davies
Sheikh, Aziz
Rudan, Igor
author_facet Macdonald, Calum
Adeloye, Davies
Sheikh, Aziz
Rudan, Igor
author_sort Macdonald, Calum
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description We reflect on our experiences of using Generative Pre-trained Transformer ChatGPT, a chatbot launched by OpenAI in November 2022, to draft a research article. We aim to demonstrate how ChatGPT could help researchers to accelerate drafting their papers. We created a simulated data set of 100 000 health care workers with varying ages, Body Mass Index (BMI), and risk profiles. Simulation data allow analysts to test statistical analysis techniques, such as machine-learning based approaches, without compromising patient privacy. Infections were simulated with a randomized probability of hospitalisation. A subset of these fictitious people was vaccinated with a fictional vaccine that reduced this probability of hospitalisation after infection. We then used ChatGPT to help us decide how to handle the simulated data in order to determine vaccine effectiveness and draft a related research paper. AI-based language models in data analysis and scientific writing are an area of growing interest, and this exemplar analysis aims to contribute to the understanding of how ChatGPT can be used to facilitate these tasks.
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spelling pubmed-99362002023-02-18 Can ChatGPT draft a research article? An example of population-level vaccine effectiveness analysis Macdonald, Calum Adeloye, Davies Sheikh, Aziz Rudan, Igor J Glob Health Editorials We reflect on our experiences of using Generative Pre-trained Transformer ChatGPT, a chatbot launched by OpenAI in November 2022, to draft a research article. We aim to demonstrate how ChatGPT could help researchers to accelerate drafting their papers. We created a simulated data set of 100 000 health care workers with varying ages, Body Mass Index (BMI), and risk profiles. Simulation data allow analysts to test statistical analysis techniques, such as machine-learning based approaches, without compromising patient privacy. Infections were simulated with a randomized probability of hospitalisation. A subset of these fictitious people was vaccinated with a fictional vaccine that reduced this probability of hospitalisation after infection. We then used ChatGPT to help us decide how to handle the simulated data in order to determine vaccine effectiveness and draft a related research paper. AI-based language models in data analysis and scientific writing are an area of growing interest, and this exemplar analysis aims to contribute to the understanding of how ChatGPT can be used to facilitate these tasks. International Society of Global Health 2023-02-17 /pmc/articles/PMC9936200/ /pubmed/36798998 http://dx.doi.org/10.7189/jogh.13.01003 Text en Copyright © 2023 by the Journal of Global Health. All rights reserved. https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 International License.
spellingShingle Editorials
Macdonald, Calum
Adeloye, Davies
Sheikh, Aziz
Rudan, Igor
Can ChatGPT draft a research article? An example of population-level vaccine effectiveness analysis
title Can ChatGPT draft a research article? An example of population-level vaccine effectiveness analysis
title_full Can ChatGPT draft a research article? An example of population-level vaccine effectiveness analysis
title_fullStr Can ChatGPT draft a research article? An example of population-level vaccine effectiveness analysis
title_full_unstemmed Can ChatGPT draft a research article? An example of population-level vaccine effectiveness analysis
title_short Can ChatGPT draft a research article? An example of population-level vaccine effectiveness analysis
title_sort can chatgpt draft a research article? an example of population-level vaccine effectiveness analysis
topic Editorials
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9936200/
https://www.ncbi.nlm.nih.gov/pubmed/36798998
http://dx.doi.org/10.7189/jogh.13.01003
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