This article offers several contributions to the interdisciplinary project of responsible research and innovation in data science and AI. First, it provides a critical analysis of current efforts to establish practical mechanisms for algorithmic auditing and assessment to identify limitations and gaps with these approaches. Second, it provides a brief introduction to the methodology of argument-based assurance and explores how it is currently being applied in the development of safety cases for autonomous and intelligent systems. Third, it generalises this method (...) to incorporate wider ethical, social, and legal considerations, in turn establishing a novel version of argument-based assurance that we call ‘ethical assurance.’ Ethical assurance is presented as a structured method for unifying the myriad practical mechanisms that have been proposed. It is built on a process-based form of project governance that enlists reflective innovation practices to operationalise normative principles, such as sustainability, accountability, transparency, fairness, and explainability. As a set of interlocutory governance mechanisms that span across the data science and AI lifecycle, ethical assurance supports inclusive and participatory ethical deliberation while also remaining grounded in social and technical realities. Finally, this article sets an agenda for ethical assurance, by detailing current challenges, open questions, and next steps, which serve as a springboard to build an active (and interdisciplinary) research programme as well as contribute to ongoing discussions in policy and governance. (shrink)

Algorithms for approximate Bayesian inference, such as those based on sampling (i.e., Monte Carlo methods), provide a natural source of models of how people may deal with uncertainty with limited cognitive resources. Here, we consider the idea that individual differences in working memory capacity (WMC) may be usefully modeled in terms of the number of samples, or “particles,” available to perform inference. To test this idea, we focus on two recent experiments that report positive associations between WMC and two distinct (...) aspects of categorization performance: the ability to learn novel categories, and the ability to switch between different categorization strategies (“knowledge restructuring”). In favor of the idea of modeling WMC as a number of particles, we show that a single model can reproduce both experimental results by varying the number of particles—increasing the number of particles leads to both faster category learning and improved strategy‐switching. Furthermore, when we fit the model to individual participants, we found a positive association between WMC and best‐fit number of particles for strategy switching. However, no association between WMC and best‐fit number of particles was found for category learning. These results are discussed in the context of the general challenge of disentangling the contributions of different potential sources of behavioral variability. (shrink)

Objective Ethical standards state research participation must be voluntary and free of coercion and undue influence, but what if a third party appears to engage in research-relevant coercion, without the researchers’ knowledge? This case study describes this type of situation and its resolution. Methods We are engaged in a randomized clinical trial evaluating pedestrian safety with 7- and 8- years old. Depending on children's rate of learning, families receive up to $1275 for their time. We recently learned a third-party “talent (...) agency,” a firm placing children in modeling and acting jobs, was referring families to our research with the expectation that families would share 20% of study reimbursements. Results We sensed clear impropriety, but identified no ethical violations on our part as researchers. Once paid a study reimbursement, participants can spend funds how they wish. We were concerned, however, that the third-party was exploitatively coercing families to participate. Conclusions We pursued four avenues to resolve the issue. First, we documented the situation to our university Institutional Review Board. Second, we contacted the talent agency and requested they stop referring families to our research. They agreed. Third, we retained children engaged in our study who were referred from the talent agency; removing them partway through the clinical trial could impact study results. In doing so, we explained that we were unaware of the talent agency referral and that they were not obligated by us to offer a portion of the study reimbursement to the talent agency. Last, we asked newly enrolled families about their referral source. (shrink)

Social movements are using education to generate critical consciousness regarding the social and environmental unsustainability of the current food system, and advocate for agroecological production. In this article, we explore results from a cross-case analysis of six social movements that are using education as a strategy to advance food sovereignty. We conducted participatory research with diverse rural and urban social movements in the United States, Brazil, Cuba, Bolivia, and Mexico, which are each educating for food sovereignty. We synthesize insights from (...) critical food systems education and the political ecology of education in analyzing these cases. We compare the thematic similarities and difference between these movements’ education initiatives in terms of their emergence, initial goals, expansion and institutionalization, relationship to the state, theoretical inspirations, pedagogical approach, educational topics, approach to student research, and outcomes. Among these thematic areas, we find that student-centered research on competing forms of production is an integral way to advance critical consciousness about the food system and the political potential of agroecological alternatives. However, what counts, as success in these programs, is highly case-dependent. For engaged scholars committed to advancing education for food sovereignty, it is essential to reflect upon the lessons learned and challenges faced by these movements. (shrink)

In the last few years, off-line simulation has become an increasingly important alternative to standard explanations in cognitive science. The contemporary debate began with Gordon (1986) and Goldman's (1989) off-line simulation account of our capacity to predict behavior. On their view, in predicting people's behavior we take our own decision making system `off line' and supply it with the `pretend' beliefs and desires of the person whose behavior we are trying to predict; we then let the decision maker reach a (...) decision on the basis of these pretend inputs. Figure 1 offers a `boxological' version of the off-line simulation theory of behavior prediction.(1). (shrink)

We believe that clinical ethics consultants (CECs) should offer advice, options, and recommendations to attending physicians and their teams. In their article in this issue of The Journal of Clinical Ethics, however, Kornfeld and Prager give CECs a somewhat different role. The CEC they describe may at times be more aptly understood as a medical interventionist who appropriates the roles of the attending physician and the medical team than as a traditional CEC. In these remarks, we distinguish the role of (...) the CEC from that of the physician, in contrast to some of these authors’ recommendations, which confuse the two roles. (shrink)

When the benefits of surgery do not outweigh the harms or where they do not clearly do so, surgical interventions become morally contested. Cutting to the Core examines a number of such surgeries, including infant male circumcision and cutting the genitals of female children, the separation of conjoined twins, surgical sex assignment of intersex children and the surgical re-assignment of transsexuals, limb and face transplantation, cosmetic surgery, and placebo surgery.

U.S. researchers and scholars often point to two legal factors as significant obstacles to the inclusion of pregnant women in clinical research: the Department of Health and Human Services’ regulatory limitations specific to pregnant women's research participation and the fear of liability for potential harm to children born following a pregnant woman's research participation. This article offers a more nuanced view of the potential legal complexities that can impede research with pregnant women than has previously been reflected in the literature. (...) It reveals new insights into the role of legal professionals throughout the research pathway, from product conception to market, and it highlights a variety of legal factors influencing decision-making that may slow or halt research involving pregnant women. Our conclusion is that closing the evidence gap created by the underrepresentation and exclusion of pregnant women in research will require targeted attention to the role of legal professionals and the legal factors that influence their decisions. (shrink)

Examines the subtle link between the moral vision and ethical behavior that distinguishes Mamet's theatre and film.

Rooted in the field of cathedral studies, this paper draws into dialogue three bodies of knowledge: Edward Bailey’s notion of implicit religion that, among other things, highlights the continuing traction of the Christian tradition and Christian practice within secular societies; David Walker’s notion of the multiple ways through which in secular societies people may relate to the Christian tradition as embodied within the Anglican Church and John Fisher’s notion of spiritual wellbeing as conceptualised in relational terms. Against this conceptual (...) background, this paper draws on data provided by 1234 participants attending one of the Christmas Eve carol services in Liverpool Cathedral to explore the perceived impact of attendance on the spiritual health of people who do not believe in God and yet feel that Liverpool Cathedral is their cathedral, and it is this sense of belonging that brings them back at Christmas time.Contribution: Situated within the science of cathedral studies, this paper links in an original way three fields of discourse: Edward Bailey’s notion of implicit religion, David Walker’s notion of the four ways of belonging to God facilitated by the Anglican Church and John Fisher’s conceptualisation and operationalisation of the notion of spiritual wellbeing. The hypothesis developed from this original integration of theoretical perspectives is then tested empirically on data provided by 404 participants at carol services who do not believe in God. (shrink)

Do our lives have meaning? Should we create more people? Is death bad? Should we commit suicide? Would it be better if we were immortal? Should we be optimistic or pessimistic? Life, Death, and Meaning brings together key readings, primarily by English-speaking philosophers, on such 'big questions.'.

“There's a new whistleblower in Washington,” according to CNN News. He is Food and Drug Administration scientist David Graham, who claims that the FDA failed to warn the public about certain drugs' dangerous side effects and pressured him to change his research's conclusion that the arthritis drug Vioxx caused heart attacks. Another Washington whistleblower, Dr. Jonathan Fishbein of the National Institutes of Health, alleged that he was fired because “he had raised concerns about sloppy practices that might endanger patient (...) safety” in a study of the AIDS drug nevirapine.Graham and Fishbein thus joined the ranks of whistleblowers who have gained some prominence in recent years for their reporting of corporate or institutional misconduct. The best-known whistleblowers—the FBI's Coleen Rowley, Enron's Sherron Watkins, and WorldCom's Cynthia Cooper, who together received Time magazine's Whistleblower Person of the Year Award in 20024 - focused public attention on the reform of corporate accounting and legal practices. (shrink)

A major American writer at the turn of this millennium, Leslie Marmon Silko has also been one of the most powerful voices in the flowering of Native American literature since the publication of her 1977 novel Ceremony. This guide, with chapters written by leading scholars of Native American literature, explores Silko's major novels Ceremony, Almanac of the Dead, and Gardens in the Dunes as an entryway into the full body of her work that includes poetry, essays, short fiction, film, (...) photography, and other visual art. These chapters map Silko's place in the broad context of American literary history. Further, they trace her pivotal role in prompting other Indigenous writers to enter the conversations she helped to launch. Along the way, the book engages her historical themes of land, ethnicity, race, gender, trauma, and healing, while examining her narrative craft and her mythic lyricism. (shrink)

In this thorough compendium, nineteen accomplished scholars explore, in some manner the values they find inherent in the world, their nature, and revelence through the thought of Frederick Ferré. These essays, informed by the insights of Ferré and coming from manifold perspectives—ethics, philosophy, theology, and environmental studies, advance an ambitious challenge to current intellectual and scholarly fashions.

In this thorough compendium, nineteen accomplished scholars explore, in some manner the values they find inherent in the world, their nature, and revelence through the thought of Frederick FerrZ. These essays, informed by the insights of FerrZ and coming from manifold perspectives—ethics, philosophy, theology, and environmental studies, advance an ambitious challenge to current intellectual and scholarly fashions.

David Hume's greatness depends in large part on how his writings hint at beautiful and coherent theories which are recognizably Humean despite their divergences from the untidy originals. Now, perhaps the clearest vision of a contradiction–free Platonic Form of Hume was had by J. L. Mackie; he described it in such masterpieces as The Cement of the Universe, Ethics: Inventing Right and Wrong, and The Miracle of Theism. How successful is this last in its attack on theism? I shall (...) discuss Mackie's case against theism of a Platonic or Neoplatonic type which replaces ‘God as a person or mind or spirit’ by a more abstract Creative Force or Principle. Mackie sees in it a ‘a formidable rival’ to any theism treating of a divine being; ‘if you demand an ultimate explanation, then this may well be a better one’ . But, his chapter thirteen contends, it fares badly in competition with an atheistic, naturalistic approach. (shrink)

Infectious Nietzsche is a collection of twelve provocative essays written by Krell during the years 1969-94. This fact accounts for the somewhat fragmentary texture of the work, but each piece adds another dimension to what Krell refers to as his interpretation of Nietzsche's "descensional" thinking, and, in this regard, they remain remarkably well coordinated.