We propose a formal framework for interpretable machine learning. Combining elements from statistical learning, causal interventionism, and decision theory, we design an idealised explanation game in which players collaborate to find the best explanation for a given algorithmic prediction. Through an iterative procedure of questions and answers, the players establish a three-dimensional Pareto frontier that describes the optimal trade-offs between explanatory accuracy, simplicity, and relevance. Multiple rounds are played at different levels of abstraction, allowing the players to explore overlapping causal (...) patterns of variable granularity and scope. We characterise the conditions under which such a game is almost surely guaranteed to converge on a optimal explanation surface in polynomial time, and highlight obstacles that will tend to prevent the players from advancing beyond certain explanatory thresholds. The game serves a descriptive and a normative function, establishing a conceptual space in which to analyse and compare existing proposals, as well as design new and improved solutions. (shrink)

Postcolonial science studies entails ostensibly contradictory critical and empirical commitments. Science studies scholars influenced by Bruno Latour and Isabelle Stengers embrace forms of realist, radical empiricism, while postcolonial studies scholars influenced by Jacques Derrida trace the limits of the knowable. This essay takes their common use of the term cosmopolitics as an unexpected point of departure for reconciling Derrida’s program with Stengers’s and Latour’s. I read Derrida’s critique of hospitality and Stengers’s and Latour’s ontological politics as necessary complements for conceiving (...) a care-oriented subalternist cosmopolitics, a process of composing common worlds that remains attentive to the limits of representation. (shrink)

The Fairness, Accountability, and Transparency (FAccT) literature tends to focus on bias as a problem that requires ex post solutions (e.g. fairness metrics), rather than addressing the underlying social and technical conditions that (re)produce it. In this article, we propose a complementary strategy that uses genealogy as a constructive, epistemic critique to explain algorithmic bias in terms of the conditions that enable it. We focus on XAI feature attributions (Shapley values) and counterfactual approaches as potential tools to gauge these conditions (...) and offer two main contributions. One is constructive: we develop a theoretical framework to classify these approaches according to their relevance for bias as evidence of social disparities. We draw on Pearl’s ladder of causation (Causality: models, reasoning, and inference. Cambridge University Press, Cambridge, 2000, Causality, 2nd edn. Cambridge University Press, Cambridge, 2009. doi:10.1017/CBO9780511803161) to order these XAI approaches concerning their ability to answer fairness-relevant questions and identify fairness-relevant solutions. The other contribution is critical: we evaluate these approaches in terms of their assumptions about the role of protected characteristics in discriminatory outcomes. We achieve this by building on Kohler-Hausmann’s (Northwest Univ Law Rev 113(5):1163–1227, 2019) constructivist theory of discrimination. We derive three recommendations for XAI practitioners to develop and AI policymakers to regulate tools that address algorithmic bias in its conditions and hence mitigate its future occurrence. (shrink)

Mounting evidence suggests that endorsement of psychological continuity and the afterlife increases with age. This developmental change raises questions about the cognitive biases, social representations, and cultural input that may support afterlife beliefs. To what extent is there similarity versus diversity across cultures in how people reason about what happens after death? The objective of this study was to compare beliefs about the continuation of biological and psychological functions after death in Tanna, Vanuatu, and the United States. Children, adolescents, and (...) adults were primed with a story that contained either natural or supernatural cues. Participants were then asked whether or not different biological and psychological processes continue to function after death. We predicted that across cultures individuals would be more likely to endorse the continuation of psychological processes over biological processes and that a theistic prime would increase continuation responses regarding both types of process. Results largely supported predictions; U.S. participants provided more continuation responses for psychological than biological processes following both the theistic and non-theistic primes. Participants in Vanuatu, however, provided more continuation responses for biological than psychological processes following the theistic prime. The data provide evidence for both cultural similarity and variability in afterlife beliefs and demonstrate that individuals use both natural and supernatural explanations to interpret the same events. (shrink)

Examining variation in reasoning about sustainability between diverse populations provides unique insight into how group norms surrounding resource conservation develop. Cultural institutions, such as religious organizations and formal schools, can mobilize communities to solve collective challenges associated with resource depletion. This study examined conservation beliefs in a Western industrialized (Austin, Texas, USA) and a non‐Western, subsistence agricultural community (Tanna, Vanuatu) among children, adolescents, and adults (N = 171; n = 58 7–12‐year‐olds, n = 53 13–17‐year‐olds, and n = 60 18–68‐year‐olds). (...) Participants endorsed or rejected four types of justifications for engaging in land and animal conservation: sustainability, moral, religious, or permissible. In both populations, participants endorsed sustainability justifications most frequently. Religious justifications increased with age in Tanna and decreased with age in Austin. Tannese participants were also more likely to endorse multiple justifications for conservation than Austin participants. Data across all justification types show a main effect of age in both communities; endorsement of conservation decreased with age in Austin, but increased with age in Tanna. Across age groups, participants were more likely to endorse the conservation of animals than land in Austin, yet equally as likely to endorse the conservation of land and animals in Tanna. Overall, these results reveal similarities and differences in the beliefs that support the conservation of natural resources across populations. (shrink)

A long-standing theoretical tradition in clinical psychology and psychiatry sees deliberate self-harm , such as wrist-cutting, as “functional”—a means to avoid painful emotions, for example, or to elicit attention from others. There is substantial evidence that DSH serves these functions. Yet the specific links between self-harm and such functions remain obscure. Why don’t self-harmers use less destructive behaviors to blunt painful emotions or elicit attention? Economists and biologists have used game theory to show that, under certain circumstances, self-harmful behaviors by (...) economic agents and animals serve important strategic goals. In particular, “costly signals” can credibly reveal a “private state” in situations where verbal claims and other “cheap” signals might be disbelieved. Here, DSH is scrutinized using signaling theory, and a variant, the theory of bargaining with private information. The social contexts and associated features of DSH suggest that it might be a costly, and therefore credible, signal of need that compels social partners to respond. (shrink)

Work requirements are the centerpiece of HHS's Trump Administration strategy to undo the ACA expansion for low income working age adults. This article examines the June 29, 2018 trial court opinion in Stewart v. Azar which held that HHS's approval of Kentucky's Section 1115 work demonstration was “arbitrary and capricious.” The purpose of Medicaid is to provide health coverage and HHS may not ignore the loss of coverage that will result from a work requirement.

This article argues that the turn to the animal is a return to mythology. By reading multispecies scholarship as narrativization of contemporary mythology, I claim that the field voices anxieties about human futures through figures of animal others. Multispecies ethnography implicitly grapples with an apocalyptic mythos prevailing in the wake of modernity’s seemingly abandoned dreams. I reconsider the cultural function of multispecies research through two moves. First, I read Thom van Dooren’s Theory, Culture & Society article on ‘Authentic Crows’ as (...) such a quasi-allegorical account. Second, I develop how animal anthropology captures the contemporary mythos in an ‘affirmationist’ register that counters the pessimistic affect of late industrialism. Ultimately, the critical politics of such research may be redeemed through efforts to work closely with scientists and to render explicit the accounts’ situatedness within late-industrial mythology. (shrink)

This paper examines the role of metalinguistic negotiation in lawyers’ and judges’ speech about the law. A speaker engages in metalinguistic negotiation when the speaker uses a term to advocate for what that term should mean or how it should be used relative to context. While I doubt that legal practitioners employ metalinguistic negotiation in the ways that David Plunkett and Tim Sundell have proposed, it is plausible that practitioners do so in another way. Specifically, I contend that lawyers and (...) judges sometimes use key terms in legal interpretation – e.g., ‘plain’, ‘meaning’, or ‘holding’ – to advocate for what those terms should mean or how courts should use them in adjudication. This suggests an intriguing role for metalinguistic negotiation in legal argumentation, one that could shed light on practitioners’ disputes in a range of cases dealing with constitutional, statutory, or common-law interpretation. (shrink)

Long‐term potentiation (LTP) of excitatory synapses is a leading model to explain the concept of information storage in the brain. Multiple mechanisms contribute to LTP, but central amongst them is an increased sensitivity of the postsynaptic membrane to neurotransmitter release. This sensitivity is predominantly determined by the abundance and localization of AMPA‐type glutamate receptors (AMPARs). A combination of AMPAR structural data, super‐resolution imaging of excitatory synapses, and an abundance of electrophysiological studies are providing an ever‐clearer picture of how AMPARs are (...) recruited and organized at synaptic junctions. Here, we review the latest insights into this process, and discuss how both cytoplasmic and extracellular receptor elements cooperate to tune the AMPAR response at the hippocampal CA1 synapse. (shrink)

:Masculinity studies recognizes that masculinity is culturally variable, historically specific, multidimensional, and multiple. This mutability is reflected in concepts like hegemonic masculinity, hybrid masculinity, mosaic masculinities, personalized masculinities, sensual masculinity, and inclusive masculinity. Building on this idea of mutating masculinity, this paper addresses a theoretical problem acknowledged by many scholars: how to account for both the singular intimacy of lived experience and the commonality of shared social norms. In order to build a mutable model that encompasses both experience and norms (...) the paper borrows from Félix Guattari's technique of schizoanalytic cartography, which maps assemblages. This new approach to theorizing masculinity is illustrated by diagrams which map its institutional, discursive, cultural, existential, bodily, and biological aspects. (shrink)

Robert Bass argues that the evidential problem of evil can be strengthened by the application of a Bayesian conditionalization argument. I argue that, whatever the merits of Bayesian conditionalization arguments, they are unsuccessful in substantiating the evidential problem of evil because the problem of evil doesn’t meet the necessary conditions for applying the formula informatively. I offer two examples to show that a successful application of the Bayesian formula must pass two tests, the competency test and the connection test. I (...) then show that the problem of evil passes neither, and is therefore not strengthened by the Bayesian analysis. I conclude that Bass’s reformulated argument poses no substantive threat to theism. (shrink)

While classical interpretations of hermeneutics have often identified themselves with Montaigne, others have contested not only whether Montaigne is committed to an account of a hermeneutic self, but whether a hermeneutics of traditional or self-identity is either possible or desirable. This article will investigate the continuing viability of hermeneutics through contested interpretations of Montaigne undertaken from the varying standpoints of phenomenology, psychoanalysis, and critical theory. These interpretations have shed significant light on Montaigne's work and have in turn been further illuminated (...) by it; they reveal not only something about the hermeneutics of Montaigne's work, but about consciousness, and the timeliness of hermeneutics itself. (shrink)

The underrepresentation of females in mathematics-related fields may be explained by gender differences in mathematics self-concept (rather than ability) favoring males. Mathematics self-concept typically declines with student age, differs with student ethnicity, and is sensitive to teacher influence in early schooling. We investigated whether change in mathematics self-concept occurred within the context of a longitudinal intervention to raise and sustain teacher expectations of student achievement. This experimental study was conducted with a large sample of New Zealand primary school students and (...) their teachers. Data were analyzed using longitudinal multilevel modelling with mathematics self-concept as the dependent variable and time (which represents students’ increasing age each year), gender, and ethnicity entered as predictors and achievement in mathematics included as a control variable. Interaction terms were also explored to investigate changes over time for different groups. All students demonstrated a small increase in mathematics self-concept over the three-year period of the current study but mathematics self-concept was consistently greater for boys than girls. Māori, Asian, and Other students’ initial mathematics self-concept was higher than that of New Zealand European and Pacific Islanders’ (after controlling for achievement differences). However, a statistically significant decline in mathematics self-concept occurred for Māori students alone by the end of the study. The expected age-related reduction over time in student mathematics self-concept appeared to be mitigated in association with the longitudinal study. Nevertheless, the demonstration of a comparatively lower mathematics self-concept remained for girls overall and declined for Māori. Our results reinforce implications for future research into mathematics self-concept as a possible determinant of female student career choices. (shrink)

This article is a response to Nancy Bauer's How To Do Things with Pornography. The main argument of the book is presented and evaluated. In particular, Bauer's criticisms of Catharine MacKinnon's work on pornography are considered and a defense of MacKinnon's views offered.

Invocations of Merleau-Ponty’s claim concerning the incompleteness that accompanies the phenomenological reduction have had a long and somewhat contentious history. In this paper I will further explore the implications of Merleau-Ponty’s claim and the itinerary from which it emerges. From the Structure of Behaviour onward, he argued that consciousness is not a transcendental presupposition but an achievement that emerges from and transforms the labor of our rational practices. Phenomenological theory rightly argued for the centrality of the experience of the reduction, (...) albeit too often by mistakenly bestowing immanence upon it. Statically regarded, the reduction may involve an ‘act’ but it is also a Stiftung, and thus a performative, one that Merleau-Ponty claims involves an institution and an acquisition: as he puts it quite simply, it is learned. The reduction involves intuition but it is also a conceptual practice involving “a multitude of operations”, a symbolic matrix always articulated through internal transformations. Finally the reduction is an experience but it is always a sequence “gradually effected” and thus an embodied history. It results then not in the Spinozist Habemus ideam verum, but as “The Philosopher and His Shadow” rightly concludes, an “artifact”. For Merleau-Ponty, all this forced the recognition of the “internal difficulty” in the reduction theorized through the concept of a constituting consciousness. Moreover, this not an anthropological claim about a faculty or finitude, but a claim about the rationality, the “metamorphosis” and “coherent deformation” of its experience, an “ordered sequence of steps” that “could not possibly reach completion in the intellectual possession of a noema”. It is not simply en presence, in the static relation of presence that phenomenology achieves justification. For Merleau-Ponty, its experience is not unrevisable, nor immanently completable: instead it is only through the ordered steps of its history that it acquires sufficiency. (shrink)

This chapter will be devoted to the itinerary of classical German thought, and especially Hegel, in Merleau-Ponty’s thought. I begin by examining Merleau-Ponty’s initial use of Hegel’s systematic and metaphysicalmetaphysics ideas in phenomenological analyses of behavior and perception. Next, I examine Merleau-Ponty’s role in controversies regarding the existentialists’ interpretation and objections to Hegel’s system. I trace his attempts to surmount antinomiesantinomy between subjectivitysubjectivity and system that emerged in the existentialist’s anthropological reading of Hegel. Here Merleau-Ponty focused on linguistics and more (...) general analyses of institution and expression. Finally, I will view the renewed role that classical German philosophy, including Schelling and Hegel, played in his final works. Still reflecting these interests, his writings and lectures engaged in a wide-ranging dialogue with contemporary aesthetics, sciencescience, and philosophy, culminating in an attempt to formulate a new ontologyontology. (shrink)

"Using hundreds of examples from newsrooms large and small, author Ron F. Smith challenges readers to determine how they would face moral dilemmas on the job. Chapters evaluate the search for principles, accountability, truth and objectivity, errors and corrections, diversity, "faking" the news, reporters and their sources, privacy, the government watch, deception, compassion, the business of news, journalists and their communities, and financial concerns. New to this edition: a chapter on improving coverage of minorities, expanded discussion of broadcast journalism and (...) reporting on the Internet, and stories from recent front pages and TV news programs."--BOOK JACKET.Title Summary field provided by Blackwell North America, Inc. All Rights Reserved. (shrink)

We thank the commentators for their thoughtful engagement with our paper.1 In different ways, they make the same substantial point: our suggested interventions are not enough to solve the problems of organisational failure. On this we wholeheartedly agree. Organisational failure in healthcare is complex and multifaceted, it cannot be solved by one intervention in medical education. We did not intend to imply that our proposals alone would solve organisational failure, and this positioning misconstrues the aims of our paper. We had (...) more modest ambitions, we wanted to shift the analytical emphasis away from the individual and explore the implications raised by our analysis for our piece of the jigsaw—medical education. Having stepped away from such grand claims, the commentators make some valid points to which we would like to respond more specifically. Jesudason makes the distinction that normalisation of deviance (NoD) is well suited to understand institutional misfeasance but not malfeasance.2 We are inclined to agree; NoD can do some things but not all. Likewise, …. (shrink)

Douglas Walton has been right in calling us to attend to the pragmatics of argument. He has, however, also insisted that arguments should be understood and assessed by considering the functions they perform; and from this, I dissent. Argument has no determinable function in the sense Walton needs, and even if it did, that function would not ground norms for argumentative practice. As an alternative to a functional theory of argumentative pragmatics, I propose a design view, which draws attention to (...) the way participants strategically undertake and impose norms on themselves in order for their arguments to have force. (shrink)

Often we feel there is something odd about death, and especially about our own. This latter at least we often feel beyond our ken. Well, I think in a sense it may be; but in another, clearly is not. Among those who have felt this strangeness is Ramchandra Gandhi who, in an excellent recent work, The Availability of Religious Ideas , maintained – There is no difficulty in seeing that I cannot intelligibly conceive of my own death – the ceasing (...) to be, for good, of myself, my consciousness. I can conceive of temporary lapses into unconsciousness, always overcome by a return to consciousness. The difficulty is this: in asking myself the question 'What will it be like to be irreversibly unconscious?' , I want both to remain self-conscious and visualize actual loss of capacity for self-consciousness. This cannot be done. (shrink)

In this imaginative and provocative book, Barbara Goodwin explores the question of how lottery systems can achieve egalitarian social justice in societies with seemingly ineradicable inequalities. She begins with the utopian fable of Aleatoria, a country not unlike our own in the not-too-distant-future, where most goods are distributed by lottery--even the right to have children. She then analyzes the philosophical arguments for and against lottery distribution and a comparison of "justice by lottery" with other contemporary theories of justice. (...) class='Hi'>Goodwin also applies her theory to practical problems in the real world which could be--or have been--justly resolved by the use of lotteries, such as military drafts, jury duty, and immigration eligibility. She demonstrates that in many areas, including that of political power, a regular and random reallocation of goods would be a fairer and more democratic method than the distributive systems found in liberal democracies today. (shrink)

Prior research on the psychology of retribution is complicated by the difficulty of separating retributive and general deterrence motives when studying human offenders . We isolate retribution by investigating judgments about punishing animals, which allows us to remove general deterrence from consideration. Studies 2 and 3 document a “victim identity” effect, such that the greater the perceived loss from a violent animal attack, the greater the belief that the culprit deserves to be killed. Study 3 documents a “targeted punishment” effect, (...) such that the responsive killing of the actual “guilty” culprit is seen as more deserved than the killing of an almost identical yet “innocent” animal from the same species. Studies 4 and 5 extend both effects to participants' acceptance of inflicting pain and suffering on the offending animal at the time of its death, and show that both effects are mediated by measures of retributive sentiment, and not by consequentialist concerns. (shrink)

Work in Argumentation Studies (AS) and Studies in Expertise and Experience (SEE) has been proceeding on converging trajectories, moving from resistance to expert authority to a cautious acceptance of its legitimacy. The two projects are therefore also converging on the need to account for how, in the course of complex and confused civic deliberations, nonexpert citizens can figure out which statements from purported experts deserve their trust. Both projects recognize that nonexperts cannot assess expertise directly; instead, the nonexpert must judge (...) whether to trust the expert. But how is this social judgment accomplished? A normative pragmatic approach from AS can complement and extend the work from SEE on this question, showing that the expert’s putting forward of his view and “bonding” it with his reputation for expertise works to force or “blackmail” his audience of citizens into heeding what he says. Appeals to authority thus produce the visibility and accountability we want for expert views in civic deliberations. (shrink)

The new edition of this highly successful text will once again provide the ideal introduction to free will. This volume brings together some of the most influential contributions to the topic of free will during the past 50 years, as well as some notable recent work.