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Co-design of a trustworthy AI system in healthcare: deep learning based skin lesion classifier
(2021)
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.
Cross-border exchange and comparison of forensic DNA data in the context of the Prüm decision
(2018)
This study, commissioned by the European Parliament’s Policy Department for Citizens’ Rights and Constitutional Affairs at the request of the LIBE Committee, provides an overview of the Prüm regime. It first considers the background of the Prüm Convention and Prüm Decision. The subsequent two chapters summarize the Prüm regime in relation mainly to DNA data looking at value and shortcomings; and ethical, legal and social implications of forensic DNA typing and databasing in relation to the Prüm regime. Finally, based on the analysis, it provides the policy recommendations.
The use of most if not all technologies is accompanied by negative side effects, While we may profit from today’s technologies, it is most often future generations who bear most risks. Risk analysis therefore becomes a delicate issue, because future risks often cannot be assigned a meaningful occurance probability. This paper argues that technology assessement most often deal with uncertainty and ignorance rather than risk when we include future generations into our ethical, political or juridal thinking. This has serious implications as probabilistic decision approaches are not applicable anymore. I contend that a virtue ethical approach in which dianoetic virtues play a central role may supplement a welfare based ethics in order to overcome the difficulties in dealing with uncertainty and ignorance in technology assessement.
Human rights and the law: the unbreachable gap between the ethics of justice and the efficacy of law
(2012)
This paper explores the structure of justice as the condition of ethical, inter-subjective responsibility. Taking a Levinasian perspective, this is a responsibility borne by the individual subject in a pre-foundational, proto-social proximity with the other human subject, which takes precedence over the interests of the self. From this specific post-humanist perspective, human rights are not the restrictive rights of individual self-will, as expressed in our contemporary legal human rights discourse. Rights do not amount to the prioritisation of the so-called politico-legal equality of the individual citizen-subject animated by the universality of the dignity of autonomous, reasoned intentionality. Rather, rights enlivened by proximity invert this discourse and signify, first and foremost, rights for the other, with the ethical burden of responsibility towards the other.