When expertise fails: detection of artificial intelligence - generated vitiligo imagery across the spectrum of dermatological experience; a cross-sectional exploratory study

Jonathan Shapiro, Itay Cohen, Mor Atlas, Anna Lyakhovitsky, Shany Sherman, Riad Kassem

Open source

DOI
10.1186/s42492-026-00239-9
Published
2026-11-06
Container
Visual Computing for Industry, Biomedicine, and Art
Publisher
Springer Science and Business Media LLC
Open access
unknown

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BibTeX

@article{allodium:10.1186/s42492-026-00239-9,
  title = {When expertise fails: detection of artificial intelligence - generated vitiligo imagery across the spectrum of dermatological experience; a cross-sectional exploratory study},
  author = {Jonathan Shapiro and Itay Cohen and Mor Atlas and Anna Lyakhovitsky and Shany Sherman and Riad Kassem},
  year = {2026},
  journal = {Visual Computing for Industry, Biomedicine, and Art},
  doi = {10.1186/s42492-026-00239-9},
  url = {https://doi.org/10.1186/s42492-026-00239-9}
}

RIS

TY  - JOUR
TI  - When expertise fails: detection of artificial intelligence - generated vitiligo imagery across the spectrum of dermatological experience; a cross-sectional exploratory study
AU  - Jonathan Shapiro
AU  - Itay Cohen
AU  - Mor Atlas
AU  - Anna Lyakhovitsky
AU  - Shany Sherman
AU  - Riad Kassem
PY  - 2026
JO  - Visual Computing for Industry, Biomedicine, and Art
DO  - 10.1186/s42492-026-00239-9
UR  - https://doi.org/10.1186/s42492-026-00239-9
ER  - 

APA

Shapiro, J., Cohen, I., Atlas, M., Lyakhovitsky, A., Sherman, S., & Kassem, R. (2026). When expertise fails: detection of artificial intelligence - generated vitiligo imagery across the spectrum of dermatological experience; a cross-sectional exploratory study. Visual Computing for Industry, Biomedicine, and Art. https://doi.org/10.1186/s42492-026-00239-9

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