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Fine-Grained Classification of Pressure Ulcers and Incontinence-Associated Dermatitis Using Multimodal Deep Learning: Algorithm Development and Validation Study

Fine-Grained Classification of Pressure Ulcers and Incontinence-Associated Dermatitis Using Multimodal Deep Learning: Algorithm Development and Validation Study

These metrics were chosen based on informed estimations and insights from Maier-Hein et al [39] recommendations. Ethical approval for this study was granted by the Ethics Committee of the Medical Faculty of the University of Duisburg-Essen on October 4, 2022 (ref number: 22‐10905-BO). The study involved retrospective analysis of de-identified image data, and no direct contact with participants occurred. As such, informed consent was not required.

Alexander Brehmer, Constantin Seibold, Jan Egger, Khalid Majjouti, Michaela Tapp-Herrenbrück, Hannah Pinnekamp, Vanessa Priester, Michael Aleithe, Uli Fischer, Bernadette Hosters, Jens Kleesiek

JMIR AI 2025;4:e67356