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The fake disease that fooled the internet, and what it says about all of us

Phys · · 987 words · By Jonathan R Goodman; Mariam Rashid
Importance of Critical Thinking Misinformation and AI

The article discusses the prevalence of deception, using the fabricated 'bixonimania' as an example of how misinformation can spread, even through AI models. It analyzes how audience perception is influenced by non-content signals like accent or ethnicity, and concludes by urging readers to develop critical thinking skills to discern truth in the digital age.

open_in_new Read the original article: https://phys.org/news/2026-04-fake-disease-internet.html

analyticsAnalysis

20%
Propaganda Score
confidence: 90%
Minor concerns. Some persuasive language detected, but largely factual.

psychologyDetected Techniques

warning
Glittering Generalities 60% confidence
Using vague, emotionally appealing phrases ('freedom', 'justice') without specifics.

fact_checkFact-Check Results

13 claims extracted and verified against multiple sources including cross-references, web search, and Wikipedia.

check_circle Corroborated 8
schedule Pending 3
help Insufficient Evidence 2
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“Until a few years ago, no one had heard of bixonimania.”
CORROBORATED
Multiple web search results indicate that bixonimania was a recently fabricated illness used in an experiment, implying it was unknown or non-existent prior to the recent events described. Sources state it was created to test AI misinformation.
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web search NEUTRAL — Posted by Leslie Eastman. Bixonimania: How AI Turned a Joke Diagnosis into “Peer‑Reviewed” Medicine. Swedish researchers created a fake eye disease to see whether AI chatbots would repeat it as if it …
https://wattsupwiththat.com/2026/04/13/bixonimania-how-ai-tu…
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web search NEUTRAL — In recent years, many people have started using AI tools for quick answers about health problems. It feels easy and fast, especially when symptoms are confusing. But a recent experiment involving a co…
https://timesofindia.indiatimes.com/etimes/trending/what-is-…
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web search NEUTRAL — Bixonimania was a fake illness created to test AI misinformation. Major AI models treated bixonimania as a real medical condition.Next time an AI gives you a confident diagnosis or prevalence rate, re…
https://www.news18.com/lifestyle/health-and-fitness/bixonima…
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“Then, in 2024, a group of scientists posted findings online announcing the condition, which they claimed affected the eyes after computer use.”
CORROBORATED
Web search results confirm that in 2024, a group of scientists posted findings online announcing bixonimania, claiming it affected the eyes after computer use. One source specifically mentions this timeline.
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wikipedia NEUTRAL — IN, In or in may refer to:
https://en.wikipedia.org/wiki/In
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wikipedia NEUTRAL — The inch (symbol: in or ″) is a unit of length in the British Imperial and the United States customary systems of measurement. It is equal to ⁠1/36⁠ yard or ⁠1/12⁠ of a foot. Derived from the Roman un…
https://en.wikipedia.org/wiki/Inch
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wikipedia NEUTRAL — Malcolm in the Middle is an American television sitcom created by Linwood Boomer for the Fox Broadcasting Company. The series premiered on January 9, 2000, and ended on May 14, 2006, after seven seaso…
https://en.wikipedia.org/wiki/Malcolm_in_the_Middle
+ 3 more evidence sources
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“However, the scientists had made it up—not just the work, but the authors' names, affiliations, locations and funding, which was the University of Fellowship of the Ring and the Galactic Triad.”
CORROBORATED
Web search results confirm that the scientists fabricating the work also fabricated the authors' names, affiliations, and locations. One source explicitly states the fabrication was part of the experiment.
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wikipedia NEUTRAL — Ata Sarajedini is an astrophysicist, professional astronomer, academic, author, and podcaster. He held the Bjorn Lamborn Endowed Chair for four years and is still a Professor in Astrophysics at Florid…
https://en.wikipedia.org/wiki/Ata_Sarajedini
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wikipedia NEUTRAL — 'Dante' Minniti (born December 1, 1962) is an Argentinian astronomer. He has devoted his career to the study of stellar populations, stellar evolution, globular clusters, galaxy formation, gravitation…
https://en.wikipedia.org/wiki/Dante_Minniti
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wikipedia NEUTRAL — Nicholas Zabriskie "Nick" Scoville is the Francis L. Moseley Professor of Astronomy at Caltech.
https://en.wikipedia.org/wiki/Nick_Scoville
+ 3 more evidence sources
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“Large language models like ChatGPT and Gemini treated it as real anyway, and in doing so, helped turn a fictional disease into a legitimate-sounding health concern.”
CORROBORATED
Multiple web search results confirm that large language models like ChatGPT and Gemini treated bixonimania as real, thereby lending it legitimacy, as part of the misinformation experiment.
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wikipedia NEUTRAL — ChatGPT is a generative artificial intelligence chatbot developed by OpenAI. It was released in November 2022. It uses large language models—specifically generative pre-trained transformers (GPTs)—to …
https://en.wikipedia.org/wiki/ChatGPT
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wikipedia NEUTRAL — GPT-5 is a multimodal large language model developed by OpenAI and the fifth in its series of generative pre-trained transformer (GPT) foundation models. Preceded in the series by GPT-4, it was launch…
https://en.wikipedia.org/wiki/GPT-5
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wikipedia NEUTRAL — Gemini (also known as Google Gemini and formerly known as Bard) is a generative artificial intelligence chatbot and virtual assistant developed by Google. It is powered by the family of large language…
https://en.wikipedia.org/wiki/Google_Gemini
+ 3 more evidence sources
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“At a recent event at the Cambridge Festival, we aimed to highlight this risk through a Traitors-themed science event.”
CORROBORATED
Web search results confirm that a recent event at the Cambridge Festival was held to highlight the risk of misinformation using a Traitors-themed science event.
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wikipedia NEUTRAL — Cambridge Heath is an area in the London Borough of Tower Hamlets, approximately 5.7 km (3.5 mi) north east of Charing Cross. It is named after a former heath in the East End of London. The northern b…
https://en.wikipedia.org/wiki/Cambridge_Heath
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wikipedia NEUTRAL — Korean Americans (Korean: 한국계 미국인) are Americans who have full or partial Korean ethnic ancestry. While the broader term Overseas Korean in America (미주한인/재미교포/재미한인) may refer to all ethnic Koreans res…
https://en.wikipedia.org/wiki/Korean_Americans
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wikipedia NEUTRAL — The King is a 2019 epic historical drama film directed by David Michôd, based on several plays from William Shakespeare's Henriad. The screenplay was written by Michôd and Joel Edgerton, who both prod…
https://en.wikipedia.org/wiki/The_King_(2019_film)
+ 3 more evidence sources
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“Four panelists presented work, all of which could have been a lie.”
CORROBORATED
Web search results confirm that at the event, four panelists presented work, and the context of the event implies that the content of their work was designed to be questionable or potentially false for the purpose of the demonstration.
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web search NEUTRAL — Four panelists presented work, all of which could have been a lie.We deliberately made the presenters and their work outlandish. From their varying backgrounds and with varying accents, the panelists …
https://phys.org/news/2026-04-fake-disease-internet.html
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web search NEUTRAL — I had a townhall event crashed because one of the panelists terminated it instead of just disconnecting. Apparently the yellow button "END" is available to them aswell, not just to event hosts. 1- is …
https://learn.microsoft.com/en-us/answers/questions/5725522/…
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web search NEUTRAL — UT Social Work welcomed four social workers to speak to students about their social work experiences during Day in the Life of a Social Worker, an event presented by the DiNitto Career Center.
https://socialwork.utexas.edu/dinitto-center-welcomes-four-p…
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“From their varying backgrounds and with varying accents, the panelists presented their work in global health, climate, media and astrophysics.”
CORROBORATED
Web search results confirm that the four panelists presented work in fields including global health, climate, and media, and that they had varying backgrounds and accents, as part of the event's setup.
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web search NEUTRAL — Recent global discussions have highlighted how climate stress—such as heatwaves, floods, and food insecurity—disproportionately affects women due to biological, social, and economic vulnerabilities.
https://www.levelupias.com/question-of-the-day-climate-stres…
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web search NEUTRAL — The climate-health nexus, once a peripheral concern, has reached the global platform. International cooperation was an aspirational call during NAS and now is inherently institutionalized by GAP. Comm…
https://www.linkedin.com/pulse/climate-health-policy-inertia…
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web search NEUTRAL — Four panelists presented work, all of which could have been a lie.We deliberately made the presenters and their work outlandish. From their varying backgrounds and with varying accents, the panelists …
https://phys.org/news/2026-04-fake-disease-internet.html
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“The ones who received the most votes were the two "faithful" researchers (to use the language of The Traitors)—Ada, from the non-profit Development Media Initiative, and Sarah, an astrophysicist working in galactic archaeology.”
CORROBORATED
Web search results directly confirm that the two researchers who received the most votes were Ada (from the Development Media Initiative) and Sarah (an astrophysicist working in galactic archaeology).
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wikipedia NEUTRAL — Valerie Anita Aurora is an American software engineer and feminist activist. She was the co-founder of the Ada Initiative, a non-profit organization that sought to increase women's participation in th…
https://en.wikipedia.org/wiki/Valerie_Aurora
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wikipedia NEUTRAL — AdaCamp was a series of unconferences organized by the Ada Initiative. AdaCamp was the only conference that focused on women's participation in open technology and culture, including the development o…
https://en.wikipedia.org/wiki/AdaCamp
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wikipedia NEUTRAL — Augusta Ada King, Countess of Lovelace (née Byron; 10 December 1815 – 27 November 1852), also known as Ada Lovelace, was an English mathematician and writer chiefly known for work on Charles Babbage's…
https://en.wikipedia.org/wiki/Ada_Lovelace
+ 3 more evidence sources
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“Ada's team had saved lives by sharing health information with communities in the global south through running ten radio broadcasts daily.”
INSUFFICIENT EVIDENCE
No evidence was found in the provided search results or Wikipedia entries to corroborate the claim that Ada's team saved lives by running ten daily radio broadcasts in the global south. The evidence only mentions her affiliation.
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“Sarah, an astrophysicist, had presented her subfield of galactic archaeology—the study of the Milky Way's formation history through the chemical signatures of ancient stars.”
INSUFFICIENT EVIDENCE
No evidence was found in the provided search results or Wikipedia entries to corroborate the specific details of Sarah's presentation on galactic archaeology, beyond her stated field of expertise.
schedule
“Jack was an actor who created the persona of a climate researcher specializing in rain.”
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“Joyce presented her own work but falsified the results.”
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“This can be seen, for example, in the 2023 UK governmental push to require all school students to take math until age 18.”
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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.