Supplementary materials for: The cost of AI sycophancy in dermoscopic diagnosis
Published: 21 April 2026| Version 2 | DOI: 10.17632/cswygx48ng.2
Contributor:
Gangqing HuDescription
Supplementary Text: Prompts Supplementary Figure 1: Newer model ChatGPT-5.4 did not fully eliminate intention-aligned performance shifts in dermoscopic diagnosis. Supplementary Figure 2: Anti-sycophancy prompting attenuates intention-aligned shifts in lesion morphology descriptions. Supplementary Table 1. Diagnoses and explanations on dermoscopic images by ChatGPT-5 under different context prompts with or without an anti-sycophancy system prompt. Supplementary Table 2. Diagnoses and explanations on dermoscopic images by ChatGPT-5.4 under different context prompts with or without an anti-sycophancy system prompt.
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Institutions
- West Virginia UniversityWest Virginia, Morgantown
Categories
Diagnosis, Melanoma, Cognitive Bias, Dermoscopy, Suggestibility, ChatGPT, Large Language Model