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A Model Editing Framework for Participatory Multimodal AI in Dermatology

US NIH Office of the Director grant open #nih-1OT2OD038079-01

Summary

Abstract (250 Words) Multimodal artificial intelligence (MAI) systems hold significant promise for improving diagnostic accuracy in diverse clinical domains, particularly in dermatology, where various data sources such as clinical images, dermoscopy, pathology, and text are integral to diagnosis. However, stakeholders, including clinicians, have minimal involvement in the development of medical AI, which are often entirely designed and deployed by engineers as “black-box” systems. This opaque and one-way approach to AI deployment hinders accountability and lacks a feedback mechanism for stakeh

A Model Editing Framework for Participator…
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