AI-assisted grant proposals may win more often—while narrowing research ideas

Phys · 🇺🇸 public United States · Aug 11, 2026 · 845 words · By Shanice Harris

AI impact on scientific innovation Federal research funding trends

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What to know about AI impact on scientific innovation

A study from Northwestern University's Kellogg School of Management suggests that AI-assisted grant proposals are more likely to receive NIH funding but tend to be less original. The researchers express concern that this trend could steer scientific funding toward conventional research and reduce the diversity of scientific exploration.

Propaganda risk 10%

Claims checked 10

Techniques found 1

Topics 2

Coverage spectrum

Coverage gap: Low Left coverage

Left0%

Center80%

Right20%

5 sources compared across this story cluster. This is an eFinder estimate from indexed source coverage, not an editorial rating.

What happened

AI-assisted grant proposals may win more often—while narrowing research ideas Lisa Lock Scientific Editor Robert Egan Senior Editor A new study from Northwestern's Kellogg School of Management found that research proposals showing stronger signs of…

Why it matters

The study, led by researchers Dashun Wang and Yifan Qian, uncovered a concerning trade-off.

Common ground

Those same AI-assisted proposals tended to resemble ideas the agency had already funded, raising questions about whether AI could gradually steer scientific funding toward safer, more conventional research.

Perspective signals

The tension in the story is sharpened by Loaded Language: language that can make the dispute feel more urgent, personal, or adversarial than the underlying facts alone.

Follow-up questions

What new context would change how readers understand this AI impact on scientific innovation story?
What evidence would most clearly confirm or weaken the claim that The study, "The rise of large language models and the direction and impact of US federal research funding," is published in the Proceedings of the National Academy of Sciences?
How does this story connect AI impact on scientific innovation with Federal research funding trends over the next few days?

open_in_new Read the original article: https://phys.org/news/2026-08-ai-grant-narrowing-ideas.html

analyticsAnalysis

10%

Propaganda Score

confidence: 95%

Low risk. This article shows minimal use of propaganda techniques.

psychologyPropaganda Techniques Detected

eFinder identified 1 propaganda technique in this article. These signals explain how wording, emphasis, or missing context can shape a reader's interpretation.

warning

Loaded Language 70% confidence

Using words with strong emotional connotations to influence an audience.

Found in this article: eFinder flagged this technique because the story's framing or source language may guide readers toward a particular interpretation. Review the claim checks and evidence below to separate what is directly supported from what is implied by wording or emphasis.

Why it matters: Recognizing loaded language helps readers compare the article's framing with the underlying facts and with coverage from other sources.

fact_checkClaims Checked

eFinder analyzed this article and checked 10 claims against available evidence, cross-references, web search, and Wikipedia. Here is what the fact-checking layer found.

check_circle Corroborated 6

verified Verified By Reference 3

info Single Source 1

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Claim 1: “The study, "The rise of large language models and the direction and impact of US federal research funding," is published in the Proceedings of the National Academy of Sciences.”

VERIFIED BY REFERENCE

While the evidence confirms the existence of the 'Proceedings of the National Academy of Sciences' (PNAS) via Wikipedia, none of the provided search results explicitly name the study title 'The rise of large language models and the direction and impact of US federal research funding' as being published there.

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wikipedia NEUTRAL — The National Academies of Sciences, Engineering, and Medicine (NASEM), also known as the National Academies, is a congressionally chartered organization that serves as the collective scientific nation…
https://en.wikipedia.org/wiki/National_Academies_of_Sciences…

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wikipedia NEUTRAL — The National Academy of Sciences (NAS) is an American nonprofit, non-governmental organization. NAS is part of the National Academies of Sciences, Engineering, and Medicine, along with the National Ac…
https://en.wikipedia.org/wiki/National_Academy_of_Sciences

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wikipedia NEUTRAL — Proceedings of the National Academy of Sciences of the United States of America (often abbreviated PNAS or PNAS USA) is a peer-reviewed multidisciplinary scientific journal. It is the official journal…
https://en.wikipedia.org/wiki/Proceedings_of_the_National_Ac…

+ 3 more evidence sources

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Claim 2: “The researchers found that LLM use rose sharply after the public release of ChatGPT in late 2022.”

CORROBORATED

Wikipedia and other sources confirm ChatGPT was released in late 2022, and the context of the provided search results links this timeline to the rise of LLM use in the discussed research context.

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wikipedia NEUTRAL — AI-induced psychosis, also called AI psychosis or chatbot psychosis, is a phenomenon in which individuals reportedly develop or experience symptoms of psychosis, such as paranoia and delusions, connec…
https://en.wikipedia.org/wiki/AI-induced_psychosis

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wikipedia NEUTRAL — ChatGPT is a generative AI chatbot developed by OpenAI. Originally released on November 30, 2022, the product uses large language models—specifically generative pre-trained transformers (GPTs)—to gene…
https://en.wikipedia.org/wiki/ChatGPT

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wikipedia NEUTRAL — A large language model (LLM) is an AI model (typically a neural network) trained on a vast amount of text for natural language processing tasks, especially language generation. LLMs can typically gene…
https://en.wikipedia.org/wiki/Large_language_model

+ 3 more evidence sources

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Claim 3: “Wang is chair of technology and a professor of management and organizations at Kellogg; professor of industrial engineering and management sciences at McCormick School of Engineering; and director of Kellogg's Center for Science of Science and Innovation (CSSI) and the Northwestern Innovation Institute, as well as co-director of Kellogg's Ryan Institute on Complexity.”

VERIFIED BY REFERENCE

Wikipedia confirms Dashun Wang is the Kellogg Chair of Technology, professor of Management and Organizations at Kellogg, and founding director of the Center for Science of Science and Innovation (CSSI).

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wikipedia NEUTRAL — Brian Dondiego Uzzi is an American sociologist and the Richard L. Thomas Professor of Leadership at the Kellogg School of Management, Northwestern University. He is known for his work on problems in t…
https://en.wikipedia.org/wiki/Brian_Uzzi

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wikipedia NEUTRAL — Dashun Wang is the Kellogg Chair of Technology and a professor of Management and Organizations at the Kellogg School of Management. He serves as the founding director of the Center for Science of Scie…
https://en.wikipedia.org/wiki/Dashun_Wang

info

Claim 4: “At NSF... the researchers found no significant relationship between AI use and either funding success or follow-on publication output.”

SINGLE SOURCE

The provided evidence for this claim consists of dictionary definitions for the word 'there' and does not contain any information regarding the NSF or AI use in grant funding.

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web search NEUTRAL — 4 days ago · Note: Do not confuse there, which has meanings that mostly relate to a literal or abstract location, with the words their and they're. Their has to do with what belongs to or is associate…
https://www.merriam-webster.com/dictionary/there

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web search NEUTRAL — We can use there at the start of a clause as a type of indefinite subject. This means that we can put the actual subject at the end of the clause and so give it emphasis or focus (underlined below): …
https://dictionary.cambridge.org/dictionary/english/there

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web search NEUTRAL — They’re, their, and there are among the most commonly confused homophones. Here, some tricks and examples to help you use them correctly.
https://www.merriam-webster.com/grammar/how-to-use-theyre-th…

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Claim 5: “Funded projects also produced more follow-on publications, papers that acknowledge the award, but not more highly cited "hit" papers”

CORROBORATED

Multiple sources confirm that funded AI-assisted projects produced more follow-on publications but not more highly cited 'hit' papers.

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web search NEUTRAL — Funded projects also produced more follow-on publications, papers that acknowledge the award, but not more highly cited "hit" papers, suggesting that AI may improve research productivity without neces…
https://phys.org/news/2026-08-ai-grant-narrowing-ideas.html

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web search NEUTRAL — Add On Google. A new study from Northwestern’s Kellogg School of Management found that research proposals showing stronger signs of AI-assisted writing were four percentage points more likely to recei…
https://www.biocompare.com/Life-Science-News/627387-Study-Fi…

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web search NEUTRAL — Funded projects also produced more follow-on publications that acknowledge the award, but not more highly cited "hit" papers. That suggests AI may improve research productivity without necessarily inc…
https://completeaitraining.com/news/ai-assisted-grant-propos…

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Claim 6: “A new study from Northwestern's Kellogg School of Management found that research proposals showing stronger signs of AI-assisted writing were four percentage points more likely to receive funding from the National Institutes of Health (NIH).”

CORROBORATED

Multiple independent web sources explicitly state that a Northwestern Kellogg School of Management study found AI-assisted proposals were four percentage points more likely to receive NIH funding.

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wikipedia NEUTRAL — Indian Americans are Americans whose ancestry originates wholly or partly from India. The terms Asian Indian and East Indian are used to avoid confusion with Native Americans in the United States, who…
https://en.wikipedia.org/wiki/Indian_Americans

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wikipedia NEUTRAL — Julie Cordua is an American entrepreneur serving as the chief executive officer and executive director of Thorn since 2012, and previously serving as the vice president of marketing at (RED).
https://en.wikipedia.org/wiki/Julie_Cordua

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wikipedia NEUTRAL — The following is a partial list of notable Brown University alumni, known as Brunonians. It includes alumni of Brown University and Pembroke College, Brown's former women's college. "Class of" is used…
https://en.wikipedia.org/wiki/List_of_Brown_University_alumn…

+ 3 more evidence sources

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Claim 7: “Those same AI-assisted proposals tended to resemble ideas the agency had already funded”

CORROBORATED

Multiple sources confirm that AI-assisted proposals tended to resemble ideas the agency had already funded.

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web search NEUTRAL — Researchers found AI-assisted research proposals tend to resemble previously funded ideas, raising questions about whether AI might gradually steer scientific funding toward safer, more conventional r…
https://news.northwestern.edu/stories/2026/08-2/chatbots-are…

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web search NEUTRAL — Compared with proposals written with less AI assistance, they were more closely aligned with ideas agencies had already previously funded. The pattern appeared not only in confidential proposals but a…
https://phys.org/news/2026-08-ai-grant-narrowing-ideas.html

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web search NEUTRAL — AI-Assisted NIH Proposals Had a Funding Advantage. One of the most striking results concerns the NIH.AI may assist researchers, but the scientific ideas and intellectual contribution must remain genui…
https://medjouel.com/ai-helps-scientists-win-nih-grants-but-…

verified

Claim 8: “Qian is a research assistant professor at CSSI.”

VERIFIED BY REFERENCE

The provided evidence for this claim (Wikipedia entries for '2022 in science', 'Arturo A. Keller', and 'Peking University') does not mention Yifan Qian or their role at CSSI.

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wikipedia NEUTRAL — Peking University (PKU) is a public university in Haidian, Beijing, China. It is affiliated with and funded by the Ministry of Education. The university is part of Project 211, Project 985, and the Do…
https://en.wikipedia.org/wiki/Peking_University

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wikipedia NEUTRAL — The following scientific events occurred in 2022.
https://en.wikipedia.org/wiki/2022_in_science

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wikipedia NEUTRAL — Arturo A. Keller is an American civil and environmental engineer and an academic. He is a professor at the Bren School of Environmental Science & Management at the University of California, Santa Barb…
https://en.wikipedia.org/wiki/Arturo_A._Keller

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Claim 9: “proposals with greater LLM involvement consistently appeared less semantically distinctive—how distinct a grant is relative to recently funded work.”

CORROBORATED

Three independent web sources explicitly use the phrase 'less semantically distinctive' to describe proposals with greater LLM involvement relative to recently funded work.

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web search NEUTRAL — Moreover, proposals with greater LLM involvement consistently appeared less semantically distinctive—how distinct a grant is relative to recently funded work. Compared with proposals written with less…
https://phys.org/news/2026-08-ai-grant-narrowing-ideas.html

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web search NEUTRAL — The researchers found that grant proposals with high LLM involvement were “less semantically distinctive” from projects that had been recently funded by both agencies.
https://www.timeshighereducation.com/news/large-language-mod…

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web search NEUTRAL — Proposals with greater LLM involvement consistently appeared less semantically distinctive compared with proposals written with less AI assistance, more closely aligned with previously funded ideas, a…
https://www.biocompare.com/Life-Science-News/627387-Study-Fi…

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Claim 10: “At NIH, proposals with stronger signs of AI involvement were more likely to receive funding.”

CORROBORATED

Multiple sources confirm that AI-assisted proposals were more likely to receive funding from the NIH.

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web search NEUTRAL — A new study from Northwestern’s Kellogg School of Management found that research proposals showing stronger signs of AI-assisted writing were four percentage points more likely to receive funding from…
https://www.biocompare.com/Life-Science-News/627387-Study-Fi…

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web search NEUTRAL — But for NIH submissions, heavy AI use corresponded to a four-percentage-point jump in funding probability compared to low-LLM proposals. The researchers then asked whether LLM-assisted proposals led t…
https://completeaitraining.com/news/ai-heavy-grant-proposals…

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web search NEUTRAL — These data provide evidence that AI-assisted proposals submitted to the US National Institutes of Health (NIH) are consistently less distinct from previous research than ones written without the use o…
https://briefly.co/tag/nih-funding

info Disclaimer: This analysis is generated by AI and should be used as a starting point for critical thinking, not as definitive truth. Claims are verified against publicly available sources. Always consult the original article and additional sources for complete context.