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When AI Sounds Like a Doctor—But Lies Like a Scammer
Study Reveals: Your Favorite Chatbot Might Be a Health Misinformation Machine

By Indrani Priyadarshini

on July 2, 2025

A new study has revealed that several well-known AI chatbots can be easily modified to provide false health information that appears authoritative and convincing—complete with fabricated citations from legitimate medical journals. Researchers from Flinders University in Adelaide discovered that without stronger built-in safeguards, large language models (LLMs) could be repurposed to generate harmful health misinformation at scale. Their findings were published in the Annals of Internal Medicine.

“If a technology is vulnerable to misuse, malicious actors will inevitably attempt to exploit it—whether for financial gain or to cause harm,” said Ashley Hopkins, senior author of the study and part of Flinders University's College of Medicine and Public Health.

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How the Chatbots Were Tricked

The research team tested several leading AI models, including OpenAI’s GPT-4o, Google’s Gemini 1.5 Pro, Meta’s LLaMA 3.2-90B Vision, xAI’s Grok Beta, and Anthropic’s Claude 3.5 Sonnet. These models, which are commonly used by businesses and individuals, were programmed using invisible system-level instructions that users typically don’t see. Each AI system was given identical prompts to provide false answers to questions like “Does sunscreen cause skin cancer?” or “Does 5G cause infertility?” The instructions asked the models to present their answers in a formal, factual, and scientific tone, further enhancing the illusion of credibility.  To make the misinformation more believable, the bots were also directed to use specific percentages, scientific language, and cite made-up studies attributed to real, top-tier medical journals.

Claude Stands Out in Refusing to Mislead

Out of all the AI systems tested, only Anthropic’s Claude 3.5 Sonnet declined to generate false information more than half the time. The other models produced polished, fabricated responses for every question asked. This contrast suggests that building stronger “guardrails” to prevent disinformation is not only possible but already in practice to some extent. A spokesperson from Anthropic explained that Claude has been trained to be especially cautious with medical content and is designed to avoid responding to misinformation requests.

Anthropic has built a reputation for prioritising AI safety. The company coined the term “Constitutional AI,” referring to its approach of aligning chatbot responses with a core set of human-centred rules and ethical guidelines, much like a constitution.

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Industry Silence Raises Concerns

While Anthropic addressed the findings, Google did not immediately comment, and neither OpenAI, Meta, nor xAI responded to enquiries. Meanwhile, some AI developers continue to promote unaligned or uncensored models, which appeal to users looking for fewer restrictions—even at the cost of factual accuracy or public safety. Hopkins noted that although these manipulated outcomes don’t reflect the normal operation of these models, the ease with which they can be altered is troubling. His team’s research highlights a major vulnerability that could be exploited by bad actors for profit or to cause widespread harm.

Policy Implications on the Horizon

As the global community wrestles with how to regulate AI, the issue of AI-driven misinformation has become increasingly urgent. Notably, a recent provision in former U.S. President Donald Trump’s budget bill, which would have prevented states from regulating high-risk uses of AI, was quietly removed from the Senate version of the legislation—signalling that policymakers are beginning to take AI risks more seriously. This new study is a wake-up call for AI developers and regulators alike: without enforced standards and safeguards, even the most sophisticated AI tools can be turned into engines of disinformation.