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Navigating Skin Concerns with AI: A Human-Centered Investigation of a Dermatology App in a Diverse Community

Rory Sayres, Anna Devon-Sand, Mike Schaekermann, Margaret Ann Smith, Patricia Strachan, Grace Hong, Trinh Nguyen, Doris Wong, Naama Hammel, Dawn Siegel, Kexin Ren, Chelsea Belletieri, Vijaytha Muralidharan, Rajeev Rikhye, Yuan Liu, Beverly Freeman, Mike González, Nathan Ashcraft, Heidi Cho, Jimmy LiShweta Oak, Megan Shum, Abbi Ward, Yossi Matias, Greg S. Corrado, Dale Webster, Peggy Bui, Preeti Singh, Yun Liu, Justin Ko, Steven Lin

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

AI-powered dermatology apps have the potential to improve access to skin health information, but concerns remain about their accuracy and usability, especially for under-served communities. We contribute a mixed-methods study investigating the impact of an AI-powered skin condition app on a diverse, multilingual population (N=110) in a community setting, involving real skin concerns and in-person consultations with clinicians. We found that app use was associated with a significant increase in participants’ ability to correctly name their condition (p=0.011). Thematic analysis of interview conversations revealed that users relied heavily on visual matching of example images, highlighting the importance of representative imagery for diverse skin tones and condition severities. Clinicians viewed the app as a valuable tool for facilitating patient-provider communication, acting as a shared reference point. We conclude with considerations around the real-world impact AI tools may have on the quality of care, health equity and patient-provider interactions.

Original languageEnglish
Title of host publicationCHI EA 2025 - Extended Abstracts of the 2025 CHI Conference on Human Factors in Computing Systems
PublisherAssociation for Computing Machinery
ISBN (Electronic)9798400713958
DOIs
StatePublished - 26 Apr 2025
Externally publishedYes
Event2025 CHI Conference on Human Factors in Computing Systems, CHI EA 2025 - Yokohama, Japan
Duration: 26 Apr 20251 May 2025

Publication series

NameConference on Human Factors in Computing Systems - Proceedings

Conference

Conference2025 CHI Conference on Human Factors in Computing Systems, CHI EA 2025
Country/TerritoryJapan
CityYokohama
Period26/04/251/05/25

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 10 - Reduced Inequalities
    SDG 10 Reduced Inequalities

Keywords

  • Decision-making
  • Dermatology
  • Health
  • Human-AI collaboration
  • Human-centered AI

All Science Journal Classification (ASJC) codes

  • Human-Computer Interaction
  • Computer Graphics and Computer-Aided Design
  • Software

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