Issues of reliability are claiming center-stage in the epistemology of machine learning. This paper unifies different branches in the literature and points to promising research directions, whilst also providing an accessible introduction to key concepts in statistics and machine learning---as far as they are concerned with reliability.

The National Library of France owns an uncommon illuminated manuscript of the Book of Job : the Parisinus graecus 135. Written in Greek in 1361/62, it is illustrated with a very large iconographic cycle , which combines Byzantine and gothic styles. The examination of the historical background allows us to bring forth the general meaning of the manuscript and to locate its origin with some probability in the Papal entourage and the Byzantine latinophile circles. The analysis of the iconographic cycle (...) of the manuscript shows that it is likely inspired by the theology developed in the literal commentary of Thomas of Aquinas on the Book of Job. Remarkably, this author is intensively translated in Greek in the middle of the fourteenth century in Byzantium under the aegis of the Emperor John VI Cantacuzenus. (shrink)

It is often assumed that concepts from the formal sciences, such as mathematics and logic, have to be treated differently from concepts from non-formal sciences. This is especially relevant in cases of concept defectiveness, as in the empirical sciences defectiveness is an essential component of lager disruptive or transformative processes such as concept change or concept fragmentation. However, it is still unclear what role defectiveness plays for concepts in the formal sciences. On the one hand, a common view sees formal (...) concepts to be protected against defects because of their precise and stable nature. On the other, studies going back as far as Lakatos (1963) showcase the changeability of such concepts. -/- In this paper, I will investigate if and how defectiveness based on the occurrence of inconsistencies can appear with formal concepts. To make the case as strong as possible, I employ a strict notion of formal concept that assumes the concept to have a fixed and definite extension. I will show that there are indeed certain types of defectiveness that cannot occur with such concepts; but that there are other types of defectiveness that do occur. This means that while formal concepts have to be treated differently than non-formal concepts, questions about defectiveness---as raised in the conceptual engineering debate and philosophy of science---can still be applied to them. I will highlight this point by showing how formal sciences have special strategies available to them that allow them to resolve defectiveness of their concepts in a flexible and informative manner. (shrink)

Up Against Foucault offers both a feminist critique of Foucauldian theories as well as an attempt to reconcile these seemingly irreconcilable perspectives. Feminists are often "up against Foucault" because he questions key conclusions in feminism regarding the nature of gender relations, and men's possession of power. This book, however, fills the gap in literature about Foucault by showing how his theories of sexuality and power relations are often applicable to the everyday realities of women's lives. Drawing upon their diverse backgrounds (...) in social theory and philosophy, the contributors discuss the ways in which Foucault provokes feminists into questioning their grasp of power relations, and examines the implications of his decision to overlook categories of gender in his discussion of sexuality and power relations. They also show that in spite of his lack of interest in gender, Foucault's ways of understanding the control of women and female sexuality ultimately have much to offer feminism. (shrink)

Caroline New is an energetic activist who has interpolated critical realist ideas into the front-line of political activism. In this wide-ranging interview, she begins by reflecting on her life and how she became a realist and her account is illustrated with personal anecdotes recalling memories of well-known philosophers and activists from the time. She discusses how her position set her apart from other feminists and she examines the interacting threads of longstanding debates on the political left, as well as longstanding (...) debates within critical realist circles, such as the relative importance of quantitative methods in social research and the scope for agency as a source of intentional change. Finally she brings some of her ideas to bear on contemporary issues. This engaging interview notably provides some of the social context in which critical realism developed, while also pointing towards its future potential. (shrink)

Caroline New is an energetic activist who has interpolated critical realist ideas into the front-line of political activism. In this wide-ranging interview, she begins by reflecting on her life and how she became a realist and her account is illustrated with personal anecdotes recalling memories of well-known philosophers and activists from the time. She discusses how her position set her apart from other feminists and she examines the interacting threads of longstanding debates on the political left, as well as longstanding (...) debates within critical realist circles, such as the relative importance of quantitative methods in social research and the scope for agency as a source of intentional change. Finally she brings some of her ideas to bear on contemporary issues. This engaging interview notably provides some of the social context in which critical realism developed, while also pointing towards its future potential. (shrink)

Various publications claim that medical AI systems perform as well, or better, than clinical experts. However, there have been very few controlled trials and the quality of existing studies has been called into question. There is growing concern that existing studies overestimate the clinical benefits of AI systems. This has led to calls for more, and higher-quality, randomized controlled trials of medical AI systems. While this a welcome development, AI RCTs raise novel methodological challenges that have seen little discussion. We (...) discuss some of the challenges arising in the context of AI RCTs and make some suggestions for how to meet them. (shrink)

We survey recent developments in the theory of class forcing for- malized in the second-order set-theoretic setting.

A cause is proportional to its effect when, roughly speaking, it is at the right level of detail. There is a lively debate about whether proportionality is a necessary condition for causation. One of the main arguments against a proportionality constraint on causation is that many ordinary and seemingly perfectly acceptable causal claims cite causes that are not proportional to their effects. In this paper, I suggest that proponents of a proportionality constraint can respond to this objection by developing an (...) idea that is present in Yablo’s early work on proportionality, but which has strangely been ignored by both Yablo and others in the subsequent debate. My suggestion is that proportionality—and, indeed, causation itself—is relative to a domain of events. At the metaphysical level, this means that the causal relation has an extra relatum—namely, a domain of events. At the level of language, it introduces a new way in which causal claims are context-sensitive: what is expressed by a causal claim depends on the contextually relevant domain of events. As I argue, this suggestion allows us to accommodate the truth of ordinary causal claims while extending the explanatory benefits of a proportionality constraint. (shrink)

In this article, I argue for the notion of what I term ‘uncanny water’ as a conceptual tool for reading contemporary oceanic fictions. The uncanny’s affective capacity to destabilise epistemological and ontological certainties makes it a particularly potent literary tool for challenging the nature/culture binary. I argue that fictions which actively defamiliarise the ocean can be used to redress the anthropocentric privilege found in hitherto narratives of the oceanic that were predicated upon mastery and control, and that uncanny moments of (...) displacement and uncertainty can illuminate human/oceanic interconnections and foster a sense of responsibility and compassion towards the oceans. I identify resonances between the uncanny’s continuing referentiality and the notion that feminist transcorporeality interrelates the subject into networks of materiality which extend across time and space in unknowable ways. Both transcorporeality and the uncanny work against the conceit of the individual through the dissolution of boundaries, and, crucially, both require a suspension of assumptions of the self as whole, discrete and impermeable. To demonstrate this, I read the uncanny waters of contemporary fictions from the Northern Atlantic Littoral (Atlantic Canada and the westernmost parts of the UK). The littoral position of these spaces makes them ideally placed to negotiate the borders between habitable and unhabitable spaces, and the limitations of knowledge that run alongside this. I assert that iterations of uncanny water offer a transoceanic dialogue which shifts constructions of subjectivity away from national and terrestrial boundaries to one more akin to the fluid and relational dialectics of transcorporeality. (shrink)

Viewing animals as a disposable resource is by no means novel, but does milking the cow for all its worth now represent a previously unimaginable level of exploitation? New technology has intensified milk production fourfold over the last 50 years, rendering the cow vulnerable to various and frequent clinical interventions deemed necessary to meet the demands for dairy products. A major question is whether or not the veterinary code of practice fits, or is in ethical tension, with the administration of (...) ‘efficient’ techniques, such as artificial insemination, to enhance reproduction levels among cattle? Vets perform these interventions and their ‘success’ is measured by the maximisation of milk production, requiring perpetually pregnant cows. Our empirical research on 33 farm vets explores how their professional ethical code promising to protect the welfare of the animal ‘above all else’, is increasingly in conflict with, and subordinate to, the financial demands of clients. Since vets cannot stand outside of the productive power–knowledge relations that have intensified the consumption of animal bodily parts and secretions, we argue that a process of adiaphorization’ occurs, whereby humans become morally indifferent to cruel practices deemed necessary to our consumerist ways of life. However, this indifference reflects and reinforces a taken-for-granted anthropocentrism among vets, animal owners and the population generally. We suggest that posthumanist ideas may offer new insights for the study of human–animal relations in organisations that transcend the coercive and negative impact of discourses that deny any alternative to prevailing farm/veterinary practices. Our study has major implications in relation to climate warming and zoonotic diseases, both partly derived from our unethical relationship to animals, that are increasingly threatening our, and their, lives. (shrink)

This paper builds on existing research investigating CSR and ethical consumption within luxury contexts, and makes several contributions to the literature. First, it addresses existing knowledge gaps by exploring the ways in which consumers perform ethical luxury purchases of fine jewellery through interpretive research. Second, the paper is the first to examine such issues of consumer ethics by extending the application of theories of practice to a luxury product context, and by building on Magaudda’s :15–36, 2011) circuit of practice framework. (...) This is significant in that, to date, consumer research using practice theories has focused mainly on routine and habitual practices. Our findings and discussion provide an analysis of intentional and less intentional ethical consumer performances within the interconnected nexus of activities of consumers’ fine jewellery consumption practice, where meanings, understandings and intelligibility of social phenomena are worked through the various activities that shape such a practice. Finally, the paper concludes with significant managerial and policy-related implications, as our extended circuit of practice analysis conveys that if ethics and sustainability dimensions are to be embedded in fine jewellery consumption practice, they must first be made an intrinsic part of the nexus of the social and material environment of trading and consumption places. (shrink)

In Pregnant Embodiment: Subjectivity and Alienation, Iris Marion Young describes the lived bodily experience of women who have “chosen” their pregnancies. In this essay, Lundquist underscores the need for a more inclusive phenomenology of pregnancy. Drawing on sources in literature, psychology, and phenomenology, she offers descriptions of the cryptic phenomena of rejected and denied pregnancy, indicating the vast range of pregnancy experience and illustrating substantial phenomenological differences between “chosen” and unwanted pregnancies.

In recent years, a plethora of high-profile scientific publications has been reporting about machine learning algorithms outperforming clinicians in medical diagnosis or treatment recommendations. This has spiked interest in deploying relevant algorithms with the aim of enhancing decision-making in healthcare. In this paper, we argue that instead of straightforwardly enhancing the decision-making capabilities of clinicians and healthcare institutions, deploying machines learning algorithms entails trade-offs at the epistemic and the normative level. Whereas involving machine learning might improve the accuracy of medical (...) diagnosis, it comes at the expense of opacity when trying to assess the reliability of given diagnosis. Drawing on literature in social epistemology and moral responsibility, we argue that the uncertainty in question potentially undermines the epistemic authority of clinicians. Furthermore, we elucidate potential pitfalls of involving machine learning in healthcare with respect to paternalism, moral responsibility and fairness. At last, we discuss how the deployment of machine learning algorithms might shift the evidentiary norms of medical diagnosis. In this regard, we hope to lay the grounds for further ethical reflection of the opportunities and pitfalls of machine learning for enhancing decision-making in healthcare. (shrink)

Research in the U. S. on fair trade consumption is sparse. Therefore, little is known as to what motivates U. S. consumers to buy fair trade products. This study sought to determine which values are salient to American fair trade consumption. The data were gathered via a Web-based version of the Schwartz Value Survey (SVS) and were gleaned from actual consumers who purchase fair trade products from a range of Internet-based fair trade retailers. This study established that indeed there are (...) significant interactions between personal values and fair trade consumption and that demographics proved to be useless in creating a profile of the American fair trade consumer. (shrink)

Journal of Philosophy of Education, EarlyView.

In Pregnant Embodiment: Subjectivity and Alienation, Iris Marion Young describes the lived bodily experience of women who have “chosen” their pregnancies. In this essay, Lundquist underscores the need for a more inclusive phenomenology of pregnancy. Drawing on sources in literature, psychology, and phenomenology, she offers descriptions of the cryptic phenomena of rejected and denied pregnancy, indicating the vast range of pregnancy experience and illustrating substantial phenomenological differences between “chosen” and unwanted pregnancies.

The ability to explain the occurrence of errors in children's speech is an essential component of successful theories of language acquisition. The present study tested some generativist and constructivist predictions about error on the questions produced by ten English-learning children between 2 and 5 years of age. The analyses demonstrated that, as predicted by some generativist theories [e.g. Santelmann, L., Berk, S., Austin, J., Somashekar, S. & Lust. B. (2002). Continuity and development in the acquisition of inversion in yes/no questions: (...) dissociating movement and inflection, Journal of Child Language, 29, 813-842], questions with auxiliary DO attracted higher error rates than those with modal auxiliaries. However, in wh-questions, questions with modals and DO attracted equally high error rates, and these findings could not be explained in terms of problems forming questions with why or negated auxiliaries. It was concluded that the data might be better explained in terms of a constructivist account that suggests that entrenched item-based constructions may be protected from error in children's speech, and that errors occur when children resort to other operations to produce questions [e.g. Dabrowska, E. (2000). From formula to schema: the acquisition of English questions. Cognitive Liguistics, 11, 83-102; Rowland, C. F. & Pine, J. M. (2000). Subject-auxiliary inversion errors and wh-question acquisition: What children do know? Journal of Child Language, 27, 157-181; Tomasello, M. (2003). Constructing a language: A usage-based theory of language acquisition. Cambridge, MA: Harvard University Press]. However, further work on constructivist theory development is required to allow researchers to make predictions about the nature of these operations. (shrink)

Climate change and decarbonization raise complex justice questions that researchers and policymakers must address. The distributions of greenhouse gas emissions rights and mitigation efforts have dominated justice discourses within scenario research, an integrative element of the IPCC. However, the space of justice considerations is much larger. At present, there is no consistent approach to comprehensively incorporate and examine justice considerations. Here we propose a conceptual framework grounded in philosophical theory for this purpose. We apply this framework to climate mitigation scenarios (...) literature as proof of concept, enabling a more holistic and multidimensional investigation of justice. We identify areas of future research, including new metrics of service provisioning essential for human well-being. [Can be freely read by clicking the ReadCube link below.]. (shrink)

Psychologists say a measure has construct validity when it, in fact, measures the construct it is intended to measure. Construct validity is both an important notion in psychological research methods and the source of much confusion and debate among psychologists. I argue that this confusion arises, in part, because of a failure to distinguish between construct validity, a feature of measures relative to a construct, and construct legitimacy, a feature of the construct itself. I propose a prescriptive account of construct (...) validity on the basis of this distinction, then provide evidence for my account through two examples from research psychology. (shrink)

This clearly presented study examines the nature of religious experiences, and asks whether they can be used as evidence for religious beliefs. The author discusses important philosophical issues raised by religious experience, such as the role of models and metaphors in their description, and the way experiences in general are used as evidence for claims about the world. Using contemporary and classic sources from the world's religions, the author gives an account of different types of religious experience. She also draws (...) extensively on psychological, sociological, and philosophical literature to meet sceptical challenges, and concludes that, like most experiences, they are most effective as evidence within an argument which combines evidence from a wide range of sources. (shrink)

La publication des travaux de Galois dans le Journal de Liouville (1846) a été annoncée lors d’un débat entre les académiciens Libri et Liouville, dès 1843. Plutôt que de restreindre cette publication à une étude de controverse, nous voudrions montrer qu’elle s’inscrit dans un contexte plus large de redéfinition de l’algèbre, dont ce débat est un révélateur. Pour comprendre la redécouverte de Galois, il faut l’inscrire dans le temps médian des pratiques et des usages mathématiques.

This papers attempts to bridge business ethics to corporate social responsibility including the social and environmental dimensions. The objective of the paper is to suggest an improvement of the most commonly used corporate environmental management tool, the Life Cycle Assessment (LCA). The method includes two stages. First, more phases are added to the life-cycle of a product. Second, social criteria that measure the social performance of a product are introduced. An application of this “extended” LCA tool is given.

Penelope Maddy’s Second Philosophy is one of the most well-known ap- proaches in recent philosophy of mathematics. She applies her second-philosophical method to analyze mathematical methodology by reconstructing historical cases in a setting of means-ends relations. However, outside of Maddy’s own work, this kind of methodological analysis has not yet been extensively used and analyzed. In the present work, we will make a first step in this direction. We develop a general framework that allows us to clarify the procedure and (...) aims of the Second Philosopher’s investigation into set-theoretic methodology; pro- vides a platform to analyze the Second Philosopher’s methods themselves; and can be applied to further questions in the philosophy of set theory. (shrink)

Engineers encounter difficult ethical problems in their practice and in research. In many ways, these problems are like design problems: they are complex, often ill-defined; resolving them involves an iterative process of analysis and synthesis; and there can be more than one acceptable solution. This book offers a real-world, problem-centered approach to engineering ethics, using a rich collection of open-ended scenarios and case studies to develop skill in recognizing and addressing ethical issues.

We typically judge that hasteners are causes of what they hasten, while delayers are not causes of what they delay. These judgements, I suggest, are sensitive to an underlying metaphysical distinction. To see this, we need to pay attention to a relation that I call positive security-dependence, where an event E security-depends positively on an earlier event C just in case E could more easily have failed to occur if C had not occurred. I suggest that we judge that an (...) event C is a cause of a later event E only if E security-depends positively on C. This explains our causal judgements in typical cases of hastening and delaying as well as in atypical cases, where we judge that hasteners are not causes of what they hasten or that delayers are causes of what they delay. (shrink)

In the late 1940s and early 1950s Lorenzen developed his operative logic and mathematics, a form of constructive mathematics. Nowadays this is mostly seen as the precursor to the more well-known dialogical logic and one could assumed that the same philosophical motivations were present in both works. However we want to show that this is not always the case. In particular, we claim, that Lorenzen’s well-known rejection of the actual infinite as stated in Lorenzen (1957) was not a major motivation (...) for operative logic and mathematics. In this article, we claim that this is in fact not the case. Rather, we argue for a shift that happened in Lorenzen’s treatment of the infinite from the early to the late 1950s. His early motivation for the development of operativism is concerned with a critique of the Cantorian notion of set and related questions about the notion of countability and uncountability; only later, his motivation switches to focusing on the concept of infinity and the debate about actual and potential infinity. (shrink)

Since it is desirable to be able to talk about rational agents forming attitudes toward their concrete agency, we suggest an introduction of doxastic, volitional, and intentional modalities into the multi-agent logic of deliberatively seeing to it that, dstit logic. These modalities are borrowed from the well-known BDI (belief-desire-intention) logic. We change the semantics of the belief and desire operators from a relational one to a monotonic neighbourhood semantic in order to handle ascriptions of conflicting but not inconsistent beliefs and (...) desires as being satisfiable. The proposed bdi-stit logic is defined with respect to branching time frames, and it is shown that this logic is a generalization of a bdi logic based on branching time possible worlds frames (but without temporal operators) and dstit logic. The new bdi-stit logic generalizes bdi and dstit logic in the sense that for any model of bdi or dstit logic, there is an equivalent bdi-stit model. (shrink)