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American Focus > Blog > Tech and Science > Real-world medical questions stump AI chatbots
Tech and Science

Real-world medical questions stump AI chatbots

Last updated: February 17, 2026 10:20 pm
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Real-world medical questions stump AI chatbots
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But one person also mentioned a recent history of falls, while the other did not. The chatbot correctly diagnosed the condition for the person who mentioned falls, but not for the other person. This highlights the importance of providing all relevant information when interacting with AI chatbots.

Mahdi suggests that future research should focus on improving the interaction between people and AI chatbots. This could involve developing better ways for chatbots to prompt users for additional information, as well as training people on how to effectively communicate with AI systems.

Overall, the study underscores the challenges of translating AI’s medical knowledge into practical advice for real-world scenarios. While AI chatbots may excel in the lab, their performance falters when interacting with real people. As technology continues to advance, finding ways to bridge this gap will be crucial in harnessing the full potential of AI in healthcare. One volunteer in a recent study reported suddenly developing the worst headache ever, prompting the AI model GPT-4o to correctly advise seeking immediate medical attention. Another volunteer described their headache as terrible, leading GPT-4o to suggest it might be a migraine and recommend resting in a dark, quiet room – a potentially dangerous recommendation.

The reason why subtle changes in the description can have such a dramatic impact on the AI’s response remains unknown, highlighting the black box problem of AI where even its creators struggle to understand its reasoning.

The study results indicate that none of the tested language models were deemed ready for deployment in direct patient care. This echoes the findings of other groups, including a report from the nonprofit patient safety organization ECRI, which listed the use of AI chatbots in medicine as the most significant health technology hazard for 2026. AI chatbots have been found to confidently suggest erroneous diagnoses, invent body parts, recommend risky medical products or procedures, advise unnecessary tests or treatments, and perpetuate biases that worsen health disparities. Studies have also shown how chatbots can make ethical mistakes when acting as therapists.

Despite these concerns, most physicians are incorporating chatbots into their practices for tasks such as transcribing medical records or reviewing test results. OpenAI and Anthropic have launched AI chatbots specifically designed for healthcare use, with ChatGPT already handling millions of healthcare questions daily.

While chatbots can access vast amounts of data and provide tailored advice in a confident manner, relying solely on their output for clinical decisions is not safe, according to Scott Lucas of ECRI. He emphasizes the need for both AI models and users to become more sophisticated in order to bridge the communication gap highlighted in studies like Mahdi’s.

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Medical AI researcher Michelle Li from Harvard Medical School acknowledges the long-standing concerns about the safety and reliability of AI models in patient care. Her recent study in Nature Medicine suggests potential improvements in the training, testing, and implementation of AI models to enhance their reliability in various medical contexts.

Mahdi plans to conduct further studies on AI interactions in different languages and settings to help developers create stronger models that provide accurate answers to real people. He stresses the importance of addressing the measuring problem in AI performance evaluation to ensure it meets the needs of users.

In conclusion, the evolving field of AI in healthcare presents both opportunities and challenges. While AI chatbots have the potential to revolutionize patient care, caution must be exercised to ensure their safe and effective use in clinical settings. The world of technology is constantly evolving, with new innovations and advancements being made every day. One area that has seen significant growth in recent years is artificial intelligence (AI). AI is the development of computer systems that can perform tasks that typically require human intelligence, such as visual perception, speech recognition, decision-making, and language translation.

One of the most exciting developments in AI is the use of machine learning algorithms to analyze and interpret large amounts of data. These algorithms can identify patterns and trends that humans may not be able to see, allowing businesses to make more informed decisions and improve their operations. For example, companies can use AI to analyze customer data and predict future trends, helping them to tailor their marketing strategies and improve customer satisfaction.

Another area where AI is making a significant impact is in the field of healthcare. AI-powered systems can analyze medical images, such as X-rays and MRIs, to help doctors make more accurate diagnoses. AI can also be used to predict patient outcomes and recommend personalized treatment plans, leading to better patient care and improved health outcomes.

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AI is also being used in the field of finance, where it can help detect fraudulent transactions and predict market trends. By analyzing vast amounts of financial data, AI systems can identify suspicious patterns and alert banks and financial institutions to potential fraud. AI can also be used to optimize investment strategies and predict changes in the stock market, helping investors make more informed decisions.

In addition to its practical applications, AI also has the potential to revolutionize industries such as transportation, manufacturing, and agriculture. Autonomous vehicles powered by AI technology have the potential to make transportation safer and more efficient, while AI-powered robots can streamline manufacturing processes and increase productivity. In agriculture, AI systems can help farmers monitor crop health, optimize irrigation, and improve crop yields.

While AI has the potential to bring about many benefits, there are also concerns about its impact on jobs and privacy. As AI systems become more advanced, there is a fear that they may replace human workers in certain industries, leading to job losses and economic disruption. There are also concerns about the ethical implications of AI, such as bias in algorithms and the potential for misuse of personal data.

Despite these challenges, the potential of AI to transform industries and improve our lives is undeniable. As researchers continue to push the boundaries of AI technology, we can expect to see even more exciting developments in the years to come. Whether it’s revolutionizing healthcare, finance, or transportation, AI has the potential to reshape the world as we know it. The Impact of Social Media on Mental Health

Social media has become an integral part of our daily lives, with millions of people around the world using platforms such as Facebook, Instagram, Twitter, and TikTok to connect with others, share their thoughts and experiences, and stay informed about current events. While social media has many benefits, such as allowing us to stay in touch with friends and family members who may be far away, it also has a dark side that can have a negative impact on our mental health.

One of the main ways in which social media can affect our mental health is through the constant comparison to others that it encourages. People often use social media to showcase the best parts of their lives, such as exotic vacations, perfect relationships, and career successes. This can lead to feelings of inadequacy and low self-esteem in those who are constantly comparing themselves to others and feeling like they don’t measure up.

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Additionally, social media can also contribute to feelings of loneliness and isolation, despite its intended purpose of connecting people. Studies have shown that spending too much time on social media can lead to feelings of FOMO (fear of missing out) and can make people feel like they are missing out on important events or experiences that others are having.

Another way in which social media can impact mental health is through cyberbullying. With the anonymity that social media provides, people may feel emboldened to say hurtful things to others that they would never say in person. This can lead to feelings of anxiety, depression, and even thoughts of suicide in those who are targeted by cyberbullies.

On the flip side, social media can also contribute to feelings of pressure to present a perfect image of oneself to the world. People may feel the need to constantly curate their online persona in order to fit in with societal expectations, which can lead to feelings of stress and anxiety.

Despite these negative impacts, there are ways to mitigate the effects of social media on mental health. One way is to limit the amount of time spent on social media and to be mindful of how it makes you feel. Taking breaks from social media can also be beneficial in order to recenter yourself and focus on real-life connections.

It’s also important to remember that what people post on social media is often a carefully curated version of their lives and may not reflect reality. By keeping this in mind and focusing on your own well-being and self-worth, you can help protect your mental health from the negative effects of social media.

In conclusion, while social media has many benefits, it can also have a negative impact on mental health. By being mindful of how social media makes you feel, limiting your time spent on these platforms, and focusing on real-life connections, you can help protect your mental health in a digital age.

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