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The authors conducted experimental analyses on medical hallucinations using state-of-the-art Large Language Models including o3-mini, Gemini-2.0 Flash Thinking, and domain-specific models such as Meditron and Med-Alpaca across general practice, oncology, cardiology, and medical education scenarios.

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