LipedemaScience

LipedemaScience

How to Use LLMs Critically When Searching for Lipedema Answers

CarinaW's avatar
CarinaW
Jan 02, 2026
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I do not usually use AI as my primary way to answer questions I genuinely care about. Not because it is useless, but because it is easy to over trust it.

Large language models, often shortened to LLMs, are AI systems trained to generate text. Examples include ChatGPT, Claude, Gemini, Grok, and others. An LLM predicts what text is most likely to come next based on patterns it learned during training. That makes it very good at explaining, summarising, structuring, and drafting.

  • An LLM is not a search engine.

  • It is not a peer reviewer.

  • It is not a transparent database where you can inspect which specific sources were used for a specific sentence.

Unless it is explicitly connected to verified documents or live search with visible citations, it can produce answers that sound confident even when they are incomplete or wrong. That is why it is fair to say that AI output should be taken with a pinch of salt, especially in health related topics. It can be a useful sparring partner, but it cannot replace source quality checks.

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The prompt matters more than most people think. If you change the assumptions in your question, you can change the answer. The same happens when you use a different model, because different LLMs are trained and tuned in different ways. This is one reason why people sometimes experience AI as inconsistent. It is not lying, it is responding to the specific framing you give it.

For this post, I used a language model to help me organise and explain the ideas. I then edited it for clarity and made sure the logic is physiologically coherent. Still, treat this as an educational overview, not medical advice, and use it as a starting point for better questions rather than a final verdict.

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