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Identifying XAI User Needs

One aspect of a responsible application of Artificial Intelligence (AI) is ensuring that the operation and outputs of an AI system are understandable for non-technical users, who need to consider its recommendations in their decision making. The importance of explainable AI (XAI) is widely acknowledged; however, its practical implementation is not straightforward. In particular, it is still unclear what the requirements are of non-technical users from explanations, i.e. what makes an explanation meaningful. In this paper, we synthesize insights on meaningful explanations from a literature study and two use cases in the financial sector. We identified 30 components of meaningfulness in XAI literature. In addition, we report three themes associated with explanation needs that were central to the users in our use cases, but are not prominently described in literature: actionability, coherent narratives and context. Our results highlight the importance of narrowing the gap between theoretical and applied responsible AI.

Social Robots for Elderly Care

The meaning of gender in sentencing domestic violence homicide cases in Poland

This chapter applies the theory of symbolic interactionism to present the qualitative analysis of 51 sentencing decisions in domestic violence homicide cases processed in Polish courts. It is argued in this chapter that sentencing, like any other human action, is subject to interpretations at the hands of judges, who engage in the construction and meaning-making process of gender at the sentencing stage. The findings demonstrate the diversely-constructed presence of gendered narratives, which vary in terms of their inclusion of the domestic violence terminology and/or the discussion on the fulfilment of socially-prescribed gender roles. The analysis has exposed a powerful interplay between the judges’ perception of the (abusive) relationship, gender roles, and the defendant’s/victim’s acquiescence to them, which in consequence makes women more likely the subject of double standards of conformity. The chapter offers a qualitative outlook on the topic and invites a new theoretical perspective to shift the attention from the impact of gender – to the meaning of gender – in sentencing decisions.

Medical Students' Cases as an Empirical Basis for Teaching Clinical Ethics.

To identify ethical issues that interns encounter in their clinical education and thus build a more empirical basis for the required contents of the clinical ethics curriculum. The authors analyzed a total of 522 required case reports on ethical dilemmas experienced by interns from September 1995 to May 1999 at the medical school of Vrije Universiteit in Amsterdam. They identified four regularly described and numerous less frequently described topics. The interns addressed a wide range of ethical themes. In 45% of the cases, they mentioned disclosure or non-disclosure of information and informed consent; in 37%, medical decisions at the end of life; in 16%, medical failures; and in 9%, problems transferring patients from one caregiver to another. The interns also identified 27 themes linked to their unique position as interns and 19 themes related to specific types of patients. Based on self-reported experiences, the authors conclude that clinical ethics teachers should reflect on a multitude of dilemmas. Special expertise is required with respect to end-of-life decisions, truth telling, medical failures, and transferring patients from one caregiver to another. The clinical ethics curriculum should encourage students to voice their opinions and deal with values, responsibilities, and the uncertainty and failings of medical interventions.

Politics and International Organizations : four cases in The Hague and Geneva

In Western Europe, cities that host International Organizations (IOs) have to deal with more and more competition. The last decade many IOs settled in Eastern European and Asian countries. Distributing IOs over several cities in Europe for reasons of political balance and give-and-take among governments play a role in these decisions. However, public policy networks are more and more operational in these negotiations. Apart from the political and administrative actors, others – as private actors and external lobbyists – play a role as well. This often leads to increased complexity and ineffective decisions. This paper examines four cases in which political gameplay influenced the location decision-making of IOs in The Hague and Geneva. First, I will introduce the subject, research method and the four cases. Second, I will discuss how public policy networks are increasingly complicating factors to the settling processes of IOs. Third, a reconstruction of the settlement processes of four IOs will illustrate this.

The Next Level @ Crisis via Crossmedia

In deze contextanalyse voor het onderzoeksproject ‘The Next Level @ Crisis via Crossmedia’ worden vier cases uitgewerkt: 1. Aardgasbevingen in Groningen 2. De vermissingszaak Ruben en Julian 3. Overval op juwelier in Deurne 4. De Eindhovense ‘kopschoppers’ De cases worden eerst apart doorgelicht op de volgende onderdelen:  Kenmerken case; crisistype, contextfactoren  Contextontwikkeling; kaders, frames  Kwesties en sociale media; dilemma’s, geruchten  Leerprocessen; leren van en leren in crises Vervolgens wordt voor elk van deze onderdelen geanalyseerd welke verschillen en overeenkomsten er zijn tussen de cases, en welke conclusies kunnen worden getrokken op basis van case-overstijgende inzichten.