Recent scholarship in philosophy of science and technology has shown that scientific and technological decision making are laden with values, including values of a social, political, and/or ethical character. This paper examines the role of value judgments in the design of machine-learning systems generally and in recidivism-prediction algorithms specifically. Drawing on work on inductive and epistemic risk, the paper argues that ML systems are value laden in ways similar to human decision making, because the development and design of ML systems (...) requires human decisions that involve tradeoffs that reflect values. In many cases, these decisions have significant—and, in some cases, disparate—downstream impacts on human lives. After examining an influential court decision regarding the use of proprietary recidivism-prediction algorithms in criminal sentencing, Wisconsin v. Loomis, the paper provides three recommendations for the use of ML in penal systems. (shrink)

The aim of this paper is to address the neglected but important problem of differentiating between epistemically beneficial and epistemically detrimental dissent. By “dissent,” we refer to the act of objecting to a particular conclusion, especially one that is widely held. While dissent in science can clearly be beneficial, there might be some instances of dissent that not only fail to contribute to scientific progress, but actually impede it. Potential examples of this include the tobacco industry’s funding of studies that (...) questioned the link between smoking and lung cancer, and the attempt by the petroleum industry and other groups to cast doubt upon the conclusion that human consumption of fossil fuels contributes to global climate change. The problem of distinguishing between good and bad dissent is important because of the growing tendency of some stakeholders to attempt to delay political action by ’manufacturing doubt’. Our discussion in this paper focuses on climate science. This field, in our view, is rife with instances of bad dissent. On the basis of our discussion of climate science, we articulate a set of sufficient conditions for epistemically problematic dissent in general, which we call “the inductive risk account of epistemically detrimental dissent.”. (shrink)

. Recent philosophers of science have not only revived the classical argument from inductive risk but extended it. I argue that some of the purported extensions do not fit cleanly within the schema of the original argument, and I discuss the problem of overdiagnosis of disease due to expanded disease definitions in order to show that there are some risks in the research process that are important and that very clearly fall outside of the domain of inductive risk. Finally, I (...) introduce the notion of epistemic risk in order to characterize such risks. (shrink)

Criticism plays an essential role in the growth of scientific knowledge. In some cases, however, criticism can have detrimental effects; for example, it can be used to ‘manufacture doubt’ for the purpose of impeding public policy making on issues such as tobacco consumption and greenhouse gas emissions (e.g., Oreskes & Conway 2010). In this paper, we build on previous work by Biddle and Leuschner (2015) who argue that criticism that meets certain conditions can be epistemically detrimental. We extend and refine (...) their account by arguing that such criticism can be epistemically corrupting—it can create social conditions that are conducive to the development of epistemic vice by agents operating within them. (shrink)

A topic of growing importance within philosophy of science is the epistemic implications of the organization of research. This paper identifies a promising approach to social epistemology—nonideal systems design—and uses it to examine one important aspect of the organization of research, namely the system of patenting and licensing and its role in structuring the production and dissemination of knowledge. The primary justification of patenting in science and technology is consequentialist in nature. Patenting should incentivize research and thereby promote the development (...) of knowledge, which in turn facilitates social progress. Some have disputed this argument, maintaining that patenting actually inhibits knowledge production. In this paper, I make a stronger argument; in some areas of research in the US—in particular, research on GM seeds—patents and patent licenses can be, and are in fact being, used to prohibit some research. I discuss three potential solutions to this problem: voluntary agreements, eliminating patents, and a research exemption. I argue against eliminating patents, and I show that while voluntary agreements and a research exemption could be helpful, they do not sufficiently address the problems of access that are discussed here. More extensive changes in the organization of research are necessary. (shrink)

This article argues that the controversy over genetically modified crops is best understood not in terms of the supposed bias, dishonesty, irrationality, or ignorance on the part of proponents or critics, but rather in terms of differences in values. To do this, the article draws on and extends recent work of the role of values and interests in science, focusing particularly on inductive risk and epistemic risk, and it shows how the GMO debate can help to further our understanding of (...) the various epistemic risks that are present in science and how these risks might be managed. (shrink)

I defend a novel interpretation of Kant's conceptualism regarding the contents of our perceptual experiences. Conceptualist interpreters agree that Kant's Deduction aims to prove that intuitions require the categories for their spatiality and temporality. But conceptualists disagree as to which features of space and time make intuitions require the categories. Interpreters have cited the singularity, unity, infinity, and homogeneity of space and time. But this is incompatible with Kant's Aesthetic, which aims to prove that these same features qualify space and (...) time as intuitions, not concepts. On my interpretation, the feature is objectivity. Space and time are objective, in that they ground our judgments in geometry and mechanics. (shrink)

Kant calls his Transcendental Deduction "the most difficult thing that could ever be undertaken on behalf of metaphysics" (4:260). Readers have found it not just difficult but downright impossible. I will address two long-standing problems. First, Kant seems to contradict his conclusion at the outset of his proof. He does so in both the 1781 and 1787 editions of his Critique of Pure Reason. Second, Kant seems to argue for his single conclusion twice over in his Critique's 1787 edition. I (...) will propose novel solutions by considering why Kant's Deduction is more difficult than his Transcendental Aesthetic, on one hand, and his 1770 Inaugural Dissertation, on the other. My broader aim is to oppose a subjectivist interpretation of Kant's Deduction with an original interpretation. On the subjectivist interpretation, Kant holds that the categories apply to appearances because appearances necessarily conform to our subjective forms of the understanding. I will argue to the contrary in addressing the first problem. On my interpretation, the reason that the categories apply to appearances is not just because of what our subjective forms of the understanding are. It is because of what objects are as appearances. What are objects as appearances, for Kant? In addressing the second problem, I will argue that they are objects of our possible intuitions and judgments. (shrink)

The problem of Kant’s Neglected Alternative is that while his Aesthetic provides an argument that space and time are empirically real – in applying to all appearances – its argument seems to fall short of the conclusion that space and time are transcendentally ideal, in not applying to any things in themselves. By considering an overlooked passage in which Kant explains why his Transcendental Deduction is ‘unavoidably necessary’, I argue that it is not solely in his Aesthetic but more so (...) in his Deduction where he intends to provide his argument for the transcendental ideality of space and time. His Deduction shows that space and time do not have a valid application to any things in themselves by arguing that the categories do have a valid application to everything in space and time, but that the categories do not have a valid application to any things in themselves. (shrink)

Many philosophers argue that the emphasis on commercializing scientific research---and particularly on patenting the results of research---is both epistemically and socially detrimental, in part because it inhibits the flow of information. One of the most important of these criticisms is the ``tragedy of the anticommons'' thesis. Some have attempted to test this thesis empirically, and many have argued that these empirical tests effectively falsify the thesis. I argue that they neither falsify nor disconfirm the thesis because they do not actually (...) test it. Additionally, I argue that there is other evidence that actually supports the thesis. (shrink)

Helen Longino’s “contextual empiricism” is one of the most sophisticated recent attempts to defend a social theory of science. On this view, objectivity and epistemic acceptability require that research be produced within communities that approximate a Millian marketplace of ideas. I argue, however, that Longino’s embedding of her epistemology within the framework of Mill’s political liberalism implies a conception of individual epistemic agents that is incompatible with her view that scientific knowledge is necessarily social, and I begin to articulate an (...) alternative conception that is better suited to a truly social theory of science. †To contact the author, please write to: School of Public Policy, Georgia Institute of Technology, 685 Cherry Street, Atlanta, GA 30332‐0345; e‐mail: [email protected]. (shrink)

I argue for a novel, non-subjectivist interpretation of Kant’s transcendental idealism. Kant’s idealism is often interpreted as specifying how we must experience objects or how objects must appear to us. I argue to the contrary by appealing to Kant’s Transcendental Deduction. Kant’s Deduction is the proof that the categories are not merely subjectively necessary conditions we need for our cognition, but objectively valid conditions necessary for objects to be appearances. My interpretation centres on two claims. First, Kant’s method of self-knowledge (...) consists in his determining what makes our cognitive faculty finite in contrast to God’s infinite cognitive faculty. Second, Kant’s limitation of our knowledge to appearances consists in his developing an account according to which appearances and our finite cognitive faculty are conceived of in terms of each other and in contrast to noumena in the positive sense and God’s infinite cognitive faculty. (shrink)

In this paper we describe the objectives of teaching medical ethics to undergraduates and the teaching methods used. We describe a workshop used in the University of Liverpool Department of Psychiatry, designed to enhance ethical sensitivity in psychiatry. The workshop reviews significant historical and current errors in the ethical practice of psychiatry and doctors' defence mechanisms against accepting responsibility for deficiencies in ethical practice. The workshop explores the student doctors' own group ethos in response to ethical dilemmas, and demonstrates how (...) the individual contributes to and is responsible for the group ethos through participation and also through nonparticipation. The student feedback about the workshop is reviewed. The Toronto Ethical Sensitivity Instrument was used to assess whether or not the workshop altered sensitivity. Compared to a control group the attenders' sensitivity was significantly increased (on Student's t-test p equals or is less than 0.002). (shrink)

As the capabilities of Artificial Intelligence (AI) have increased over recent years, so have the challenges of how to govern its usage. Consequently, prominent stakeholders across academia, government, industry, and civil society have called for states to devise and deploy principles, innovative policies, and best practices to regulate and oversee these increasingly powerful AI tools. Developing a robust AI governance system requires extensive collective efforts throughout the world. It also raises old questions of politics, democracy, and administration, but with the (...) new challenges posed by AI's growing influence on markets, governing structures, international relations, healthcare, science, and political activism. The Oxford Handbook of AI Governance delineates the scope of these issues and addresses the key questions of AI governance. Across forty-nine chapters, organized in nine major sections, the Handbook covers the theoretical and ethical foundations of AI governance, different frameworks for developing a governance structure for AI, practical perspectives on AI governance in different policy domains, economic analyses of AI governance, and concrete lessons about the impact of AI governance domestically and internationally. Chapter authors come from a wide set of disciplines, areas of study, and cultural backgrounds, providing a global perspective on AI governance. (shrink)

This paper addresses an apparent dilemma that must be resolved in order to respond ethically to global climate change. The dilemma can be presented as follows. Responding ethically to global climate change requires technological innovation that is accessible to everyone, including inhabitants of the least developed countries. Technological innovation, according to many, requires strong intellectual property protection, but strong intellectual property protection makes it highly unlikely that patent-protected technologies will be accessible to developing countries at affordable prices. Given this, responding (...) ethically to global climate change is highly unlikely. I argue that this apparent dilemma – which I call ‘the patent dilemma in global climate change’ – should be taken seriously. I discuss a number of possibilities for resolving it, and I argue that any acceptable strategy must satisfy the criteria of near-term feasibility and non-paternalism. Finally, I propose a multi-pronged, multi-tiered strategy that meets these conditions. (shrink)

Business Ethics: A European Review, EarlyView.

From the title, Deadly Medicines and Organised Crime: How Big Pharma has Corrupted Healthcare, Peter Gøtzsche makes the thesis of his book very clear. Not only does the pharmaceutical industry contribute to detrimental health outcomes through biased research, deceptive marketing, and disease mongering, but the industry’s business model meets the criteria of an organized criminal operation. Gøtzsche argues for this in two parts. First, he defines organized crime by drawing upon the United States Organized Crime Control Act of 1970, the (...) centerpiece of which is the Racketeer Influenced and Corrupt Organizations Act. RICO prohibits deriving income from a pattern of racketeering... (shrink)

In 1988, the control of the American Psychological Association shifted to those advocating the interests of professional practice and a substantial segment of the scientific community in psychology seceded to form the American Psychological Society, devoted to scientific psychology and scientific-based practice. In this climate, it has become increasingly difficult for scientists and practitioners to maintain analytical discussions of the philosophical and methodological issues that divide these two groups. For over 25 years, the authors have been fortunate to have the (...) professional and intellectual luxury of just such a discussion, and present here a dialogue that attempts to capture their initial stark differences in perspective and the process by which differences have been clarified, and areas of agreement established. 2012 APA, all rights reserved). (shrink)

Psychologists and neuroscientists often struggle to integrate findings in their respective domains, a problem due partly to implicitly and explicitly held philosophical positions on issues of reduction and autonomy across these domains. The present article reviews how reduction and autonomy have been used in philosophical arguments regarding how macro-scale findings relate to micro-scale findings across various scientific disciplines. The present article demonstrates how macro findings are indispensable to explanations of phenomena of interest by (a) providing information regarding higher levels of (...) organization in mechanisms, (b) including information not contained within certain micro explanations that (c) provides more general and stable causal explanations relative to micro explanations in certain situations. The purpose of presenting these analyses and recommendations is to disabuse psychologists and neuroscientists of pervasive assumptions that psychology is reducible to biology and that lower level phenomena (molecular) should be prioritized as somehow more explanatory than higher level phenomena (behavioral). The article concludes with 3 hypothetical scenarios from clinical psychology and psychiatry illustrating this critique and providing a pragmatic approach to clarify the relative roles, and importance, of biological and psychological data in service of general and stable explanations that are tailored to the kind of intervention desired. (shrink)

"Honesty is clearly an important virtue. Parents want to develop it in their children. Close relationships typically depend upon it. Employers value it in their employees. Yet philosophers have said almost nothing about the virtue of honesty in the past fifty years. This book aims to draw attention to this surprisingly neglected virtue. Part One looks at the concept of honesty. It takes up questions such as what does honesty involve, what are the motives of an honest person, how does (...) practical wisdom relate to honesty, and is there anything that connects all the different sides of honesty, including not lying, not stealing, not breaking promises, not misleading others, and not cheating. A central idea is that the honest person reliably does not intentionally distort the facts as she takes them to be. Part Two looks at the empirical psychology of honesty. It takes up the question of whether most people are honest, dishonest, or somewhere in-between. Drawing extensively on recent studies of cheating and lying in particular, the emerging model ends up implying that most of us have a long way to go to reach an honest character"--. (shrink)

This essay critically explores resources and reasons for the study of culture in religious ethics, paying special attention to rhetorics and genres that provide an ethics of ordinary life. I begin by exploring a work in cultural anthropology that poses important questions for comparative and cultural inquiry in an age alert to "otherness," asymmetries of power, the end of value-neutrality in the humanities, and the formation of identity. I deepen my argument by making a foundational case for the importance of (...) culture as a topic of normative analysis through a discussion of the emotions as cultural artifacts. To illustrate how cultural analysis can inform religious ethics, I turn to works by Wayne Meeks, Margaret Trawick, and Charles Taylor. I conclude by sketching some implications of a "cultural turn" for future work in religious ethics. (shrink)

This paper criticizes Analytic philosophy with its reliance on intuitions in pursuit of conceptual analysis. Rejecting naturalism as an alternative philosophical method, I offer in its place a pragmatic and revisionary conception of philosophical method. I explain the method of Analytic philosophy and show why reliance on intuitions is essential to that method, which is unable to provide substantive answers to philosophical problems. I further show that reflective equilibrium or wide analysis requires some criterion of intuition choice and that this (...) criterion can be applied directly to definitions themselves. (shrink)

In recent years, cognitive neuroscientists have began to explore the process of how sensory information gains access to awareness. To further probe this process, event-related functional magnetic resonance imaging was used while testing subjects with a paradigm known as the “attentional blink.” In this paradigm, visually presented information sporadically fails to reach awareness. It was found that the magnitude and time course of activation within the anterior cingulate , medial prefrontal cortex , and frontopolar cortex predicted whether or not information (...) was consciously perceived during the critical period for the attentional blink. These results are discussed in light of a neural framework for conscious processing. (shrink)

There are many computational problems which are generally “easy” to solve but have certain rare examples which are much more difficult to solve. One approach to studying these problems is to ignore the difficult edge cases. Asymptotic computability is one of the formal tools that uses this approach to study these problems. Asymptotically computable sets can be thought of as almost computable sets, however every set is computationally equivalent to an almost computable set. Intrinsic density was introduced as a way (...) to get around this unsettling fact, and which will be our main focus.Of particular interest for the first half of this dissertation are the intrinsically small sets, the sets of intrinsic density $0$. While the bulk of the existing work concerning intrinsic density was focused on these sets, there were still many questions left unanswered. The first half of this dissertation answers some of these questions. We proved some useful closure properties for the intrinsically small sets and applied them to prove separations for the intrinsic variants of asymptotic computability. We also completely separated hyperimmunity and intrinsic smallness in the Turing degrees and resolved some open questions regarding the relativization of intrinsic density.For the second half of this dissertation, we turned our attention to the study of intermediate intrinsic density. We developed a calculus using noncomputable coding operations to construct examples of sets with intermediate intrinsic density. For almost all $r\in $, this construction yielded the first known example of a set with intrinsic density r which cannot compute a set random with respect to the r-Bernoulli measure. Motivated by the fact that intrinsic density coincides with the notion of injection stochasticity, we applied these techniques to study the structure of the more well-known notion of MWC-stochasticity.prepared by Justin Miller.E-mail: [email protected]: https://curate.nd.edu/show/6t053f4938w. (shrink)

Recent work in computability theory has focused on various notions of asymptotic computability, which capture the idea of a set being “almost computable.” One potentially upsetting result is that all four notions of asymptotic computability admit “almost computable” sets in every Turing degree via coding tricks, contradicting the notion that “almost computable” sets should be computationally close to the computable sets. In response, Astor introduced the notion of intrinsic density: a set has defined intrinsic density if its image under any (...) computable permutation has the same asymptotic density. Furthermore, introduced various notions of intrinsic computation in which the standard coding tricks cannot be used to embed intrinsically computable sets in every Turing degree. Our goal is to study the sets which are intrinsically small, i.e. those that have intrinsic density zero. We begin by studying which computable functions preserve intrinsic smallness. We also show that intrinsic smallness and hyperimmunity are computationally independent notions of smallness, i.e. any hyperimmune degree contains a Turing-equivalent hyperimmune set which is “as large as possible” and therefore not intrinsically small. Our discussion concludes by relativizing the notion of intrinsic smallness and discussing intrinsic computability as it relates to our study of intrinsic smallness. (shrink)

This essay argues that the ethics of humanitarian intervention cannot be readily subsumed by the ethics of just war without due attention to matters of political and moral motivation. In the modern era, a just war draws directly from self-benefitting motives in wars of self-defense, or indirectly in wars that enforce international law or promote the global common good. Humanitarian interventions, in contrast, are intuitively admirable insofar as they are other-regarding. That difference poses a challenge to the casuistry of humanitarian (...) intervention because it makes it difficult to reason by analogy from the case of war to the case of humanitarian intervention. The author develops this point in dialogue with Michael Walzer, the U.S. Catholic bishops, and President Clinton. He concludes by showing how a casuistry of intervention is possible, developing a motivational rationale that draws on the Golden Rule. (shrink)

Public discourse is often caustic and conflict-filled. This trend seems to be particularly evident when the content of such discourse is around moral issues (broadly defined) and when the discourse occurs on social media. Several explanatory mechanisms for such conflict have been explored in recent psychological and social-science literatures. The present work sought to examine a potentially novel explanatory mechanism defined in philosophical literature: Moral Grandstanding. According to philosophical accounts, Moral Grandstanding is the use of moral talk to seek social (...) status. For the present work, we conducted six studies, using two undergraduate samples (Study 1, N = 361; Study 2, N = 356); a sample matched to U.S. norms for age, gender, race, income, Census region (Study 3, N = 1,063); a YouGov sample matched to U.S. demographic norms (Study 4, N = 2,000); and a brief, one-month longitudinal study of Mechanical Turk workers in the U.S. (Study 5, Baseline N = 499, follow-up n = 296), and a large, one-week YouGov sample matched to U.S. demographic norms (Baseline N = 2,519, follow-up n = 1,776). Across studies, we found initial support for the validity of Moral Grandstanding as a construct. Specifically, moral grandstanding motivation was associated with status-seeking personality traits, as well as greater political and moral conflict in daily life. (shrink)

The goal of this book is to develop a new framework for thinking about what moral character looks like today. My central claim will be that most people have moral character traits, but at the same time they do not have either the traditional  ...

Clambering down slippery rocks to a swimming hole. Ducking the plume of smoke from a barbecue grill. Wishing for a breeze in a too-small dome tent. Scanning the sky for rain from a postage-stamp backyard. It is in these small moments of action—and inaction—that Justin Kimball captures our everyday attempts to relax. Indeed, one might argue that the events depicted are everyday life. Kimball’s compelling photographs depict ordinary people—parents and teens, grandparents and kids—in landscapes of leisure. These are not (...) the exclusive resorts and white sand beaches of the affluent; rather, they are the parks, campgrounds, and fishing piers where most Americans vacation. They are natural landscapes—inviting, green, and sometimes beautiful—but at the same time they are imperfect—muddy, crowded, and partially paved. There is nothing idyllic about these vacation spots; indeed, Kimball’s photographs make clear that daily life can never be fully left behind. The people in his pictures, though momentarily transformed by cascading water or the shade of towering trees, remain enmeshed in ties of family and obligation, shadowed by thoughts of home. It is Kimball’s particular genius to isolate these moments between duty and pleasure. Where We Find Ourselves enables viewers to identify with—and participate in—this bittersweet aspect of American leisure and the ambiguous contemporary relationship between people and nature. (shrink)