Definition of the problem The umbrella term “explicability” refers to the reduction of opacity of artificial intelligence (AI) systems. These efforts are challenging for medical AI applications because higher accuracy often comes at the cost of increased opacity. This entails ethical tensions because physicians and patients desire to trace how results are produced without compromising the performance of AI systems. The centrality of explicability within the informed consent process for medical AI systems compels an ethical reflection on the trade-offs. Which (...) levels of explicability are needed to obtain informed consent when utilizing medical AI? Arguments We proceed in five steps: First, we map the terms commonly associated with explicability as described in the ethics and computer science literature, i.e., disclosure, intelligibility, interpretability, and explainability. Second, we conduct a conceptual analysis of the ethical requirements for explicability when it comes to informed consent. Third, we distinguish hurdles for explicability in terms of epistemic and explanatory opacity. Fourth, this then allows to conclude the level of explicability physicians must reach and what patients can expect. In a final step, we show how the identified levels of explicability can technically be met from the perspective of computer science. Throughout our work, we take diagnostic AI systems in radiology as an example. Conclusion We determined four levels of explicability that need to be distinguished for ethically defensible informed consent processes and showed how developers of medical AI can technically meet these requirements. (shrink)

Responsibility gaps concern the attribution of blame for harms caused by autonomous machines. The worry has been that, because they are artificial agents, it is impossible to attribute blame, even though doing so would be appropriate given the harms they cause. We argue that there are no responsibility gaps. The harms can be blameless. And if they are not, the blame that is appropriate is indirect and can be attributed to designers, engineers, software developers, manufacturers or regulators. The real problem (...) lies elsewhere: autonomous machines should be built so as to exhibit a level of risk that is morally acceptable. If they fall short of this standard, they exhibit what we call ‘a control gap.’ The causal control that autonomous machines have will then fall short of the guidance control they should emulate. (shrink)

This paper explores the consequences of applying two natural ideas from epistemology to decision theory: (1) that knowledge should guide our actions, and (2) that we know a lot of non-trivial things. In particular, we explore the consequences of these ideas as they are applied to standard decision theoretic puzzles such as the St. Petersburg Paradox. In doing so, we develop a “knowledge-first” decision theory and we will see how it can help us avoid fanaticism with regard to the St. (...) Petersburg puzzle and related puzzles. The result will be a decision theory that gives a novel, but well-motivated, reason for discounting small probabilities when making decisions. We examine the merits and demerits of such a decision theory. (shrink)

Argumentation as the public exchange of reasons is widely thought to enhance deliberative interactions that generate and justify reasonable public policies. Adopting an argumentation-theoretic perspective, we survey the norms that should govern public argumentation and address some of the complexities that scholarly treatments have identified. Our focus is on norms associated with the ideals of correctness and participation as sources of a politically legitimate deliberative outcome. In principle, both ideals are mutually coherent. If the information needed for a correct deliberative (...) outcome is distributed among agents, then maximising participation increases information diversity. But both ideals can also be in tension. If participants lack competence or are prone to biases, a correct deliberative outcome requires limiting participation. The central question for public argumentation, therefore, is how to strike a balance between both ideals. Rather than advocating a preferred normative framework, our main purpose is to illustrate the complexity of this theme. (shrink)

In the last two decades, a robust consensus has emerged among philosophers of science, whereby political, ethical, or social values must play some role in scientific inquiry, and that the ‘value-free ideal’ is thus a misguided conception of science. However, the question of how to distinguish, in a principled way, which values may legitimately influence science remains. This question, which has been dubbed the ‘new demarcation problem,’ has until recently received comparatively less attention from philosophers of science. In this paper, (...) I appeal to Rawls’s theory of justice (1971) on the basis of which I defend a Rawlsian solution to the new demarcation problem. As I argue, the Rawlsian solution places plausible constraints on which values ought to influence scientific inquiry, and, moreover, can be fruitfully applied to concrete cases to determine how the conflicting interests of stakeholders should be balanced. After considering and responding to the objection that Rawls’s theory of justice applies only to the “basic structure” of society, I compare the Rawlsian solution to some other approaches to the new demarcation problem, especially those that emphasize democratic criteria. (shrink)

Algorithmic decision-making increasingly shapes people's daily lives. Given that such autonomous systems can cause severe harm to individuals and social groups, fairness concerns have arisen. A human-centric approach demanded by scholars and policymakers requires considering people's fairness perceptions when designing and implementing algorithmic decision-making. We provide a comprehensive, systematic literature review synthesizing the existing empirical insights on perceptions of algorithmic fairness from 58 empirical studies spanning multiple domains and scientific disciplines. Through thorough coding, we systemize the current empirical literature along (...) four dimensions: (1) algorithmic predictors, (2) human predictors, (3) comparative effects (human decision-making vs. algorithmic decision-making), and (4) consequences of algorithmic decision-making. While we identify much heterogeneity around the theoretical concepts and empirical measurements of algorithmic fairness, the insights come almost exclusively from Western-democratic contexts. By advocating for more interdisciplinary research adopting a society-in-the-loop framework, we hope our work will contribute to fairer and more responsible algorithmic decision-making. (shrink)

People should take immediate action to prevent climate harms. Although intuitive, this claim faces two important problems. First, no individual can avert a climate harm on their own. Second, too few people are typically willing to contribute. In response, I point out that individuals can sometimes help prevent harm to the climate, and I argue that they should take preventive action when the prospect of success is good enough. Furthermore, when too few are willing to contribute, an individual may be (...) required to activate others to increase their number. This serves to increase the prospect of success. Crucially, this prospect may be good enough well before enough people have become willing to engage. It follows that people should start saving the planet soon, if not immediately. (shrink)

Frank Jackson, Philip Pettit, and Michael Smith have been at the forefront of philosophy in Australia for much of the last two decades, and their collaborative work has had widespread influence throughout the world. Mind, Morality, and Explanation collects the best of that work in a single volume, showcasing their seminal contributions to philosophical psychology, the theory of psychological and social explanation, moral theory, and moral psychology.

Most normative accounts of meaningful work have focused on the value of autonomy and capability for self-development. Here, I will propose that contribution–having a positive impact on others through one’s work–is another central dimension of meaningful work. Being able to contribute through one’s work should be recognized as one of the key axiological values that work can serve, providing one independent justification for why work is valuable and worth doing. Conversely, I argue that having to do work that has no (...) positive impact, or where one is separated from such impact, is an underrecognized type of alienation. Such alienation as pointlessness can be as harmful as the more recognized types of alienation such as powerlessness. Recognizing contribution as a core dimension of meaningful work is compatible with both subjectivist and objectivist accounts of meaningfulness, but I come to support a mixed view where the subjective sense of contributing must be sufficiently warranted by the facts of the situation. Recognizing the inescapable interest humans have for being able to contribute and engage in work that is not pointless has implications for the duties societies, organizations, and individuals have as regards ensuring that work conducted includes a recognizable positive impact. Along with autonomy and self-development, contribution should thus be seen as an independent axiological value that work can serve, its frustration being associated with a specific type of alienation, and it itself playing a key role in what makes work valuable and meaningful. (shrink)

The role and ethics of professionals in business and economics have been questioned, especially after the financial crisis of 2008. Some suggest a reorientation using concepts such as craftsmanship. In this article, I will explore professional practices within the context of behavioural theory and business ethics. I suggest that scholars of behavioural theory need a strategy to deal with normative questions to meet their ambition of practical relevance. Evidence-based management (EBMgt), a recent behavioural approach, may assist business ethics scholars in (...) understanding how professionals infer ‘evidence’ to make decisions. For a professional, ethical issues are an integral part of decision-making at critical moments. As reflective practitioners, they develop insights related to ethical concerns when collecting and assessing evidence within decision-making processes. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Crisis of Meaning in Sartor Resartus—Thomas Carlyle's Pioneering Work in Articulating and Addressing the Existential ConfrontationFrank Martelawhat i call an "existential confrontation" is the encounter with the possibility that human life is absurd: created for no purpose and devoid of any lasting value or meaning. It is "the hour of terror at the world's vast meaningless grinding" that William James (Will to Believe 173) examines, described by Todd May (...) (xi) as "the confrontation of our need for meaning with the unwillingness of the Universe to yield it to us." This confrontation with the existential void and the potential absurdity of human existence is often not just an intellectual dilemma, but felt as a deep personal crisis accompanied by melancholia, angst, nausea, or even suicidal thoughts. Young William James confessed in a letter to a friend that "all last winter" he "was on the continual verge of suicide" (quoted in Gunnarsson), writing later that "too much questioning" leads "to the edge of the slope" wherein lies "nightmare or suicidal view of life" (James, "Is Life Worth Living?" 6). Similarly, Leo Tolstoy (54) reports how his inability to identify a lasting meaning of life drove him to a "state of lunacy" where "the best I could do was to hang myself."Despite a few earlier allusions—most famously the Book of Ecclesiastes proclaiming that "all is vanity and a striving after wind," and Shakespeare's Macbeth lamenting that life is "a tale told by an idiot … signifying nothing"—the existential confrontation is predominantly a modern phenomenon (Martela, A Wonderful Life). The modern history of descriptions of existential confrontations start at the turn of the nineteenth century, and includes Søren Kierkegaard's Sickness Unto Death, Leo Tolstoy's A Confession, Fyodor Dostoevsky's Notes from Underground, Camus's Outsider, Sartre's Nausea, and T. S.Eliot's The Waste Land.There are many responses that the confrontation with the existential void has generated. Sartre embraced the lack of values imposed from outside and [End Page 80] emphasized human freedom. Human beings are "cast into this world … condemned to be free" without any "luminous realm of values" providing "justification or excuse," as Sartre famously summarized in "Existentialism Is a Humanism" (29). Other responses range from Søren Kierkegaard's leap of faith and William James's will to believe to Albert Camus's happiness from absurdity.While some of the responses end up finding a new way of connecting with God and faith, and others are explicitly atheistic, embracing the "death of God," a common thread in most responses is an acknowledgment of the situatedness of human experience and an emphasis placed on human subjectivity and the opportunity to live one's life more authentically. While existentialism, broadly conceived, is often seen as the central philosophical tradition dealing with the existential void, the confrontation was very much alive in the United States as well, visible in both literature and philosophy. As already alluded, William James had an existential confrontation in his youth, writing about the topic in "Is Life Worth Living" and other essays in Will to Believe. There has also been much back-and-forth between Europe and the United States around these themes, with the influences crossing the Atlantic on many occasions. For example, William James cites Thomas Carlyle in Will to Believe, while Sartre cites William James in Nausea, when discussing themes related to the existential confrontation. Similarly, Emerson inspired Nietzsche who inspired Josiah Royce. Typically, the histories tracing the early encounters with the existential confrontation acknowledge Friedrich Nietzsche, Søren Kierkegaard, and Fyodor Dostoevsky as key nineteenth-century predecessors to Existentialism, as all faced directly the question of the meaning of life and the dreadful possibility that life might not have any meaning or value to it.However, there is a key author usually not mentioned in these histories, despite the fact that he played a pivotal role in introducing existentialist themes to the English-speaking audience, coining the phrase "meaning of life" in the English language. Thus, in writing the prehistory of Existentialism, we need to examine Thomas Carlyle and his Sartor Resartus, which has been described by literary historians as "one of... (shrink)

This article seeks to broaden the debate on the recruitment of REC lay members by arguing that the recruitment of good members requires that there is initially a need to heighten awareness among potential candidates of the nature of the lay contribution. The article offers a recruiting process model of: awareness; advocacy; characterization; recruitment, and training, and focuses on the first three steps in that process. The current position is that there is sparse awareness and advocacy of the role of (...) the lay member at a time of rapid change, both in the ‘research ethics service’ and the lay contribution thereto. Thus it is seen as imperative that positive steps are taken to change this position, filling a lacuna that appears to exist. Given that the candidate pool can become larger and have a fuller understanding of the ‘research ethics service’, better recruitment and hence better-trained members should result. As a way forward, practical ways and means to do this are suggested, providing topics that will engender a wider debate and perhaps as an outcome, some new initiative. (shrink)

Inductive inference considers two types of queries: Queries to a teacher about the function to be learned and queries to a non-recursive oracle. This paper combines these two types — it considers three basic models of queries to a teacher (QEX[Succ], QEX[ The results for each of these three models of query-inference are the same: If an oracle is omniscient for query-inference then it is already omniscient for EX. There is an oracle of trivial EX-degree, which allows nontrivial query-inference. Furthermore, (...) queries to a teacher cannot overcome differences between oracles and the query-inference degrees are a proper refinement of the EX-degrees. In the case of finite learning, the query-inference degrees coincide with the Turing degrees. Furthermore oracles can not close the gap between the different types of queries to a teacher. (shrink)

This research looks what happens to human reproduction when human genetic information is digitized. By employing speculative design as a transdisciplinary strategy to construct such an alternative future to open up public dialogues, it aims to stimulate audiences in an artistic way to deliberate two key questions: (1) how will biotechnology recondition and recontextualize the natural processes of genetic information (i.e. expression, replication, transmission and mutation) and our physiological processes (e.g. reproduction)? And (2) what might be the ethical, legal and (...) social implications (ELSI) for using such biotechnology? To this end, this practice-based research introduces the ‘e-gamete Digital Procreation Service’ (2019) – a speculative design project that has been developed as an approach to invite audiences to a future scenario of network-transmitted genetic information and computer-simulated human procreation. The carefully designed future service (an ironic practice of commercialization) allows human reproduction to take place outside of the human body. Audiences are encouraged to contemplate what novel situations might occur within their own futures and to consider broader questions like how family, parenthood, marriage, etc. are redefined and what new social relationships might emerge. By employing speculative design as an artistic research tool/tactic to step outside the technical limitations and craft the future service, the project asks vital question about the future in a provocative and quasi-realistic manner. Thus, the research forms a unique entanglement of sensitive topics by dealing with future biotechnology and human reproduction. (shrink)

This chapter contains sections titled: The Nature of Schopenhauer's Platonic Ideas and Their Relation to Individuals The Exclusion of Mathematical Ideas The Exclusion of Value Ideas Schopenhauer's Justification of His Restriction of Ideas to Ideas in Nature Schopenhauer's Theory of Art Considered in Itself Irresoluble Conflicts between Plato and Schopenhauer Notes References Further Reading.

Competence in scientific reasoning is one of the most valued outcomes of secondary and higher education. However, there is a need for a deeper understanding of and further research into the roles of domain-general and domain-specific knowledge in such reasoning. This book explores the functions and limitations of domain-general conceptions of reasoning and argumentation, the substantial differences that exist between the disciplines, and the role of domain-specific knowledge and epistemologies. Featuring chapters and commentaries by widely cited experts in the learning (...) sciences, educational psychology, science education, history education, and cognitive science, Scientific Reasoning and Argumentation presents new perspectives on a decades-long debate about the role of domain-specific knowledge and its contribution to the development of more general reasoning abilities. (shrink)

Reading the Visual is an essential introduction that focuses on what teachers should know about multimodal literacy and how to teach it. This engaging book provides theoretical, curricular, and pedagogical frameworks for teaching a wide-range of visual and multimodal texts, including historical fiction, picture books, advertisements, websites, comics, graphic novels, news reports, and film. Each unit of study presented contains suggestions for selecting cornerstone texts and visual images and launching the unit, as well as lesson plans, text sets, and analysis (...) guides. These units are designed to be readily adapted to fit the needs of a variety of settings and grade levels. (shrink)