- University of Wisconsin-Madison
- Research Guides
- LSC 560: Scientific Writing (Fall 2025)
- Considerations for Use of AI
LSC 560: Scientific Writing (Fall 2025) : Considerations for Use of AI
Artificial Intelligence and Research Ethics
"Research ethics are the ethical principles involved in conducting and analysing research. There are specific standards for both different fields and research in general, and they cover all aspects of the research process including study design, study execution, data collection and data analysis as well as obtaining appropriate permissions and approvals for the work."
Springer Nature: Research Integrity: An Introduction for Researchers
Research Process
The resources below discuss artificial intelligence and research ethics throughout the research process.
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Artificial Intelligence and Illusions of Understanding in Scientific Research“The proliferation of AI tools in science risks introducing a phase of scientific enquiry in which we produce more but understand less.” (Nature, March 2024)
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Artificial Intelligence in Research: Policy Considerations and GuidanceNational Institutes of Health (NIH) policies, best practices, and regulations that should be considered before, during, and after development and use of AI in research. (NIH, February 2025)
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Fostering Responsible Computing Research: Foundations and PracticesReport "presents best practices that individual researchers can use to formulate and conduct computing research in a responsible manner." (National Academies of Sciences, Engineering, and Medicine, 2022)
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A Human Rights Framework for AI Research Worthy of Public TrustDiscussion of ethical constructs for AI research that respects the human rights of individuals and groups. (Issues in Science and Technology, May 2024)
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Protecting Scientific Integrity in an Age of Generative AI“To protect the integrity of science in the age of generative AI, we call upon the scientific community to remain steadfast in honoring the guiding norms and values of science.”
(Proceedings of the National Academy of Sciences, May 2024) -
I Tested How Well AI Tools Work for Journalism"Some tools were sufficient for summarizing meetings. For research, the results were a disaster." (Columbia Journalism Review, August 2025)
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‘As of my last knowledge update’: How is content generated by ChatGPT infiltrating scientific papers published in premier journals?"The aim of this paper is to highlight the situation whereby content generated by the large language model ChatGPT is appearing in peer-reviewed papers in journals by recognized publishers. The paper demonstrates how to identify sections that indicate that a text fragment was generated, that is, entirely created, by ChatGPT." (Learned Publishing, December 2024)
Grant Submission Policies
When planning a grant submission, check the policies on the use of generative AI for authoring proposals. Below are some federal funder guidelines, but individual solicitations can have additional requirements.
Artificial Intelligence and Publication Ethics
"Publication ethics are the ethical principles involved in writing up and publishing your work (not only publication in traditional journals, but also conference presentations, preprint servers, etc.).”
Springer Nature: Research Integrity: An Introduction for Researchers
Copyright and Fair Use
Copyright and fair use are key areas of publication ethics. As of March 2023, the U.S. Copyright Office requires human authorship for copyright registration. "If a work’s traditional elements of authorship were produced by a machine, the work lacks human authorship and the Office will not register it" (Copyright Registration Guidance, 2023).
Below are additional resources to follow the evolving landscape around copyright and fair use in authorship and generative AI training.
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U.S. Copyright Office: Copyright and Artificial IntelligenceCurrent reports and guidance on copyright issues regarding digital replicas, AI-generated materials, and generative AI training.
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Congressional Research Service (CRS): Copyright in Works Created with Generative AI"This Legal Sidebar explores questions that courts and the U.S. Copyright Office have confronted regarding whether generative AI outputs may be copyrighted as well as whether training and using generative AI programs may infringe copyrights in other works."
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UW-Madison Libraries: Copyright and Fair Use ResourcesInformation on copyright, fair use, Creative Commons licenses, public domain, and more.
Publication Submission Policies
The Council on Publishing Ethics (COPE) states that “AI tools cannot meet the requirements for authorship as they cannot take responsibility for the submitted work. As non-legal entities, they cannot assert the presence or absence of conflicts of interest nor manage copyright and license agreements."
Many publishers do not allow an AI tool to be listed as an author or co-author, or to be used in the creation of images or videos, but otherwise allow its use provided that this is disclosed in the methods or acknowledgements section. Check journal policies for artificial intelligence in research and publication when starting your research (e.g., does the publisher allow you to upload any work you intend to publish with them to an AI tool). Follow considerations for data privacy, copyright, and AI tool terms of service (e.g., does the tool retain copyright of its outputs).
Below are a few examples of publisher policies.
AI Information Around Campus
A brief list of links to additional campus information and guidance regarding the use of AI, including for writing.
- Campus Statement on Use of Generative AI
- Libraries' Generative AI guide - guidance and resources for AI chatbots and other types of Generative AI (note: the main content on this page was sourced from this guide)
- Writing Across the Curriculum: Teaching Resources - though targeted to "Teaching Writing with AI," associated links provide helpful examples, discussions, and tips for instructors and students alike
- Writing Center - offers students support with any kind of writing project