TY  - JOUR
A1  - Zicari, Roberto V.
A1  - Ahmed, Sheraz
A1  - Amann, Julia
A1  - Braun, Stephan Alexander
A1  - Brodersen, John
A1  - Bruneault, Frédérick
A1  - Brusseau, James
A1  - Campano, Erik
A1  - Coffee, Megan
A1  - Dengel, Andreas
A1  - Düdder, Boris
A1  - Gallucci, Alessio
A1  - Krendl Gilbert, Thomas
A1  - Gottfrois, Philippe
A1  - Goffi, Emmanuel
A1  - Haase, Christoffer Bjerre
A1  - Hagendorff, Thilo
A1  - Hickman, Eleanore
A1  - Hildt, Elisabeth
A1  - Holm, Sune
A1  - Kringen, Pedro
A1  - Kühne, Ulrich
A1  - Lucieri, Adriano
A1  - Madai, Vince Istvan
A1  - Moreno-Sánchez, Pedro A.
A1  - Medlicott, Oriana
A1  - Ozols, Matiss
A1  - Schnebel, Eberhard
A1  - Spezzatti, Andy
A1  - Jahan Tithi, Jesmin
A1  - Umbrello, Steven
A1  - Vetter, Dennis
A1  - Volland, Holger
A1  - Westerlund, Magnus
A1  - Wurth, Renee
T1  - Co-design of a trustworthy AI system in healthcare: deep learning based skin lesion classifier
T2  - Frontiers in human dynamics
N2  - This paper documents how an ethically aligned co-design methodology ensures trustworthiness in the early design phase of an artificial intelligence (AI) system component for healthcare. The system explains decisions made by deep learning networks analyzing images of skin lesions. The co-design of trustworthy AI developed here used a holistic approach rather than a static ethical checklist and required a multidisciplinary team of experts working with the AI designers and their managers. Ethical, legal, and technical issues potentially arising from the future use of the AI system were investigated. This paper is a first report on co-designing in the early design phase. Our results can also serve as guidance for other early-phase AI-similar tool developments.
KW  - artificial intelligence
KW  - healthcare
KW  - trustworthy AI
KW  - ethics
KW  - malignant melanoma
KW  - Z-inspection
KW  - ethical co-design
KW  - trustworthy AI Co-design
Y1  - 2021
UR  - http://publikationen.ub.uni-frankfurt.de/frontdoor/index/index/docId/61820
UR  - https://nbn-resolving.org/urn:nbn:de:hebis:30:3-618206
SN  - 2673-2726
VL  - 3
IS  - art. 688152
SP  - 1
EP  - 20
PB  - Frontiers Media
CY  - Lausanne
ER  -