Statistical criteria of fairness are formal measures of how an algorithm performs that aim to help us determine whether an algorithm would be fair to use in decision-making. In this paper, I introduce a new version of the criterion known as “Equalized Odds,” argue that it is a requirement of procedural fairness, and show that it is immune to a number of objections to the standard version.

The ongoing explosion of interest in artificial intelligence is fueled in part by recently developed techniques in machine learning. Those techniques allow automated systems to process huge amounts of data, utilizing mathematical methods that depart from traditional statistical approaches, and resulting in impressive advancements in our ability to make predictions and uncover correlations across a host of interesting domains. But as is now widely discussed, the way that those systems arrive at their outputs is often opaque, even to the experts (...) who design and deploy them. Is it morally problematic to make use of opaque automated methods when making high-stakes decisions, like whether to issue a loan to an applicant, or whether to approve a parole request? Many scholars answer in the affirmative. However, there is no widely accepted explanation for why transparent systems are morally preferable to opaque systems. We argue that the use of automated decision-making systems sometimes violates duties of consideration that are owed by decision-makers to decision-subjects, duties that are both epistemic and practical in character. Violations of that kind generate a weighty consideration against the use of opaque decision systems. In the course of defending our approach, we show that it is able to address three major challenges sometimes leveled against attempts to defend the moral import of transparency in automated decision-making. (shrink)

The particular design of any technology may have profound social implications. Computing technologies are deeply intermeshed with the activities of daily life, playing an ever more central role in how we work, learn, communicate, socialize, and participate in government. Despite the many ways they have improved life, they cannot be regarded as unambiguously beneficial or even value-neutral. Recent experience shows they can lead to unintended but harmful consequences. Some technologies are thought to threaten democracy through the spread of propaganda on (...) online social networks, or to threaten privacy through the aggregation of datasets that include increasingly personal information, or to threaten justice when machine learning is used in such high-stakes, decision-making contexts as loan application reviews, employment procedures, or parole hearings. It is insufficient to ethically assess technology after it has produced negative social impacts, as has happened, for example, with facial recognition software that discriminates against people of color and with self-driving cars that are unable to cope with pedestrians who jay-walk. Developers of new technologies should aim to identify potential harmful consequences early in the design process and take steps to eliminate or mitigate them. This task is not easy. Designers will often have to negotiate among competing values—for instance, between efficiency and accessibility for a diverse user population, or between maximizing benefits and avoiding harm. There is no simple recipe for identifying and solving ethical problems. -/- Computer science education can help meet these challenges by making ethical reasoning about computing technologies a central element in the curriculum. Students can learn to think not only about what technology they could create, but also whether they should create that technology. Learning to reason this way requires courses unlike those currently standard in computer science curricula. A range of university courses on topics in areas of computing, ethics, society and public policy are emerging to meet this need. Some cover computer science broadly, while others focus on specific problems like privacy and security; typically, these classes exist as stand-alone courses in the computer science curriculum. Others have integrated ethics into the teaching of introductory courses on programming, artificial intelligence, and human-computer interaction. (shrink)

This book is a collection of philosophical papers that explores theoretical and practical aspects and implications of nonviolence as a means of establishing peace. The papers range from spiritual and political dimensions of nonviolence to issues of justice and values and proposals for action and change.

Are hierarchical arrangements in the workplace, including the employer-employee relationship, consistent with the ideal of relating to one another as moral equals? With this question at its core, this volume of essays by leading moral and political philosophers explores ideas about justice in the workplace, contributing to both political philosophy and business ethics. Relational egalitarians propose that the ideal of equality is primarily an ideal of social relationships and view the equality of social relationships as having priority over the distributive (...) arrangements. Yet contemporary workplaces are characterized by hierarchical employer-employee relationships. The essays push discussions of the relational egalitarian tradition in new directions, helping to show its promise and its limits. They address pressing concerns at a time of widening inequality and rapid changes in the nature of work. (shrink)

What is the future of legal philosophy? No doubt it has many. But we are betting that jurisprudence will gravitate towards freedom. Freedom, the attribute of the human subject, has largely been absent from legal philosophy. This is a lack that psychoanalytic jurisprudence aims to correct. In this essay, drafted as chapter in "On Philosophy in American Law" (Francis Jay Mootz III, ed.) to be published by the Cambridge University Press, we set forth what we think are the primary differences (...) between a jurisprudence based in the Continental tradition of speculative philosophy, and the liberal jurisprudences that dominate in the American academy. Most importantly, all liberal theories start with some intuition of the free, autonomous individual. In contrast, psychoanalysis views the subject's definition as the problem of philosophy. For psychoanalysis, as reformulated by Jacques Lacan, personality and freedom cannot exist in any empirical or hypothetical state of nature because nature is unfree - bound by iron-clad laws of cause and effect. Personality and freedom are artificial creations - hard-won achievements. Subjectivity - the capacity to bear duties and rights - is a stage in this struggle. (shrink)

Task shifting is increasingly used to address human resource shortages impacting HIV service delivery in low- and middle-income countries. By shifting basic tasks from higher- to lower-trained cadres, such as Community Health Workers, task shifting can reduce overhead costs, improve community outreach, and provide efficient scale-up of essential treatments like antiretroviral therapies. Although there is rich evidence outlining positive outcomes that CHWs bring into HIV programs, important questions remain over their place in service delivery. These challenges often reflect concerns over (...) whether CHWs can mitigate HIV through a means that does not overlook the ethical and practical constraints that undergird their work. Ethical and practical guidance thus needs to become the cornerstone of CHW deployment. This paper analyzes such challenges through the lens of Ethical Principlism. We examined papers identifying substantive and ethical challenges impacting CHWs as they provide HIV services in low- and middle-income contexts. To do this, we analyzed papers written in English and published from year 2000 or later. These articles were identified using MEDLINE, Cochrane Database of Systematic Reviews, and Google Scholar databases. In total, 465 articles were identified, 78 of which met our inclusion criteria. Article reference lists and grey literature were also examined. CHWs experience specific challenges while carrying out their duties, such as conducting emotionally- and physically-demanding tasks with often inadequate training, supervision and compensation. CHWs have also been poorly integrated into health systems, which not only impacts quality of care, but can hinder their prospects for promotion and lead to CHW disempowerment. As we argue, these challenges can be addressed if a set of ethical principles is prioritized, which specifically entail the principles of respect for persons, justice, beneficence, proportionality and cultural humility. CHWs play a crucial role in HIV service delivery, yet the ethical challenges that can accompany their work cannot be overlooked. By prioritizing ethical principles, policymakers and program implementers can better ensure that CHWs are combatting HIV through a means that does not exploit or take their critical role within service delivery for granted. (shrink)

Evolutionary psychologists claim that the mind contains “hundreds or thousands” of “genetically specified” modules, which are evolutionary adaptations for their cognitive functions. We argue that, while the adult human mind/brain typically contains a degree of modularization, its “modules” are neither genetically specified nor evolutionary adaptations. Rather, they result from the brain’s developmental plasticity, which allows environmental task demands a large role in shaping the brain’s information-processing structures. The brain’s developmental plasticity is our fundamental psychological adaptation, and the “modules” that result (...) from it are adaptive responses to local conditions, not past evolutionary environments. If different individuals share common environ- ments, however, they may develop similar “modules,” and this process can mimic the development of genetically specified modules in the evolutionary psychologist’s sense. (shrink)

Marxism, one of the few philosophies that turned into an effective movement, not so long ago was the official ideology in one form or another of much of humanity. It was promulgated, initially by the Soviet Union, then imposed on much of Central and Eastern Europe, later emerged in the People's Republic of China, and gradually spread to other parts of Asia and even bits of Africa and Latin America. Although declining in its initial popularity, it still remains strong in (...) several countries and is supported by numerous communist and other parties and countless individuals around the world. The Historical Dictionary of Marxism covers the history of Marxism and all its thinkers and schools of thought in a comprehensive manner. This is done, through a chronology, a list of acronyms and abbreviations, an introductory essay, a bibliography, and hundreds of cross-reference dictionary entries on basic terms and concepts, significant thinkers and doers, and also the parties and countries that followed it. (shrink)

The A to Z of Marxism covers the history of Marxism and all its thinkers and schools of thought in a comprehensive manner. This is done, through a chronology, an introductory essay, a bibliography, and hundreds of cross-reference dictionary entries on basic terms and concepts, significant thinkers and doers, and also the parties and countries that followed it.

The feasibility of reversing human aging within a matter of decades has traditionally been dismissed by all professional biogerontologists, on the grounds that not only is aging still poorly understood, but also many of those aspects that we do understand are not reversible by any current or foreseeable therapeutic regimen. This broad consensus has recently been challenged by the publication, by five respected experimentalists in diverse subfields of biogerontology together with three of the present authors, of an article (Ann NY (...) Acad Sci 959, 452–462) whose conclusion was that all the key components of mammalian aging are indeed amenable to substantial reversal (not merely retardation) in mice, with technology that has a reasonable prospect of being developed within about a decade. Translation of that panel of interventions to humans who are already alive, within a few decades thereafter, was deemed potentially feasible (though it was not claimed to be likely). If the prospect of controlling human aging within the foreseeable future cannot be categorically rejected, then it becomes a matter of personal significance to most people presently alive. Consequently, we suggest that serious public debate on this subject is now warranted, and we survey here several of the biological, social and political issues relating to it. BioEssays 24:667–676, 2002. © 2002 Wiley Periodicals, Inc. (shrink)

While many animals — pigeons, for example — have analogue magnitude states , it has recently been argued that certain discriminatory tasks provide evidence for the claim that these states are non-conceptual . These states are taken to be nonconceptual in that they cannot meet a test for concept possession such as Evans’s Generality Constraint. I argue that while such animals probably do not have numerical concepts, the evidence suggests that they could have numerical-ish concepts. On what I call ‘the (...) diffuse’ account of numerical-ish concepts, animals could have analogue magnitude states which represent amount and these states could meet the Generality Constraint . This account also avoids the problems faced by a ‘centred’ account of numerical-ish concepts which cannot meet the Generality Constraint. (shrink)

This paper examines the business practices of socially responsible entrepreneurs with particular focus on activities that directly impact their companies’ finances. We collect case studies of 30 recognized socially responsible entrepreneurial firms from a wide range of industries. We analyze how and to what extent the entrepreneurs and their companies balance their profit objectives with their social or environmental goals. Our results indicate that the companies pursue profits in manners comparable to those of most conventional businesses. However, we learn that (...) our companies make certain deliberate exceptionsin their business practices to exercise their beliefs, although such actions may reduce profi ts. We also observe the entrepreneurs making efforts to identify situations that simultaneously increase the companies’ profits and serve their causes. Most companies choose to stay private and commit to building an enduring organization rather than pursue the conventional exit strategies. Finally, we find that many of the companies in our list commit themselves to and proactively manage formalized giving programs. (shrink)

There has recently been a flurry of activity in the philosophy of language on how to best account for the unique features of epithets. One of these features is that epithets can be appropriated (that is, the offense-grounding potential of a term can be removed). We argue that attempts to appropriate an epithet fundamentally involve a violation of language-governing rules. We suggest that the other conditions that make something an attempt at appropriation are the same conditions that characterize acts of (...) civil disobedience. Accounting for attempts at appropriation is thus both a linguistic and socio-political endeavor. We demonstrate how these two facets of attempts at appropriation also help us understand the communicative features of civil disobedience. (shrink)

The paper engages Christopher Boorse’s Bio-Statistical Theory. In its current form, BST runs into a significant challenge. For BST to account for its central tenet—that lower-level part-dysfunction is sufficient for higher-level pathology—it must provide criteria for how to decide which lower-level parts are the ones to be analyzed for health or pathology. As BST is a naturalistic theory, such choices must be based solely on naturalistic considerations. An argument is provided to show that, if BST is to be preserved, such (...) parthood choices are based on non-naturalistic considerations. We demonstrate that even when parthood choices are based on the best way to preserve BST, there are counterintuitive results which bring the central tenet of BST into question. (shrink)

Work on the conceptual amelioration of race concepts is usually negative or critical: it uncovers social features that contribute to racial hierarchies. Much less focus has been placed on how ameliorative accounts contribute to positive change. Using an account of race developed by Steve Biko during South African apartheid, I will argue that we can extract a novel account of positive amelioration in which racial categories can have normative or aspirational force, contributing to positive change.

There has recently been emphasis put on providing two-factor accounts of monothematic delusions. Such accounts would explain (1) whether a delusional hypothesis (e.g. someone else is inserting thoughts into my mind) can be understood as a prima facie reasonable response to an experience and (2) why such a delusional hypothesis is believed and maintained given its implausibility and evidence against it. I argue that if we are to avoid obfuscating the cognitive mechanisms involved in monothematic delusion formation we should split (...) the first factor (1 above) into two factors: how abnormal experience can give rise to a delusional ‘proto-hypothesis’ and how a ‘proto-hypothesis’ in consort with normal experiences and background information, can be developed into a delusional hypothesis. In particular I will argue that a schizophrenic is faced with the unusual requirement of having to identify an introspectively accessible thought as one's own, and that this requirement of identification is the central experiential abnormality of thought insertion, auditory verbal hallucination, and alien control (i.e. passivity symptoms). Additionally, I will consider non-experiential factors which are required for the formation of a delusional hypothesis. (shrink)

Debates in animal cognition are frequently polarized between the romantic view that some species have human-like causal understanding and the killjoy view that human causal reasoning is unique. These apparently endless debates are often characterized by conceptual confusions and accusations of straw-men positions. What is needed is an account of causal understanding that enables researchers to investigate both similarities and differences in cognitive abilities in an incremental evolutionary framework. Here we outline the ways in which a three-dimensional model of causal (...) understanding fulfills these criteria. We describe how this approach clarifies what is at stake, illuminates recent experiments on both physical and social cognition, and plots a path for productive future research that avoids the romantic/killjoy dichotomy. (shrink)

Susan Wolf proposes that there is a virtue of character we all dimly recognize but cannot put a name to, a virtue that involves living with an expectation and a willingness to take responsibility for more than what one is rationally on the hook for. For Wolf, recognizing this virtue helps explain why we should feel moved to offer up our time and resources to help resolve the problems we become entangled with by accident. In this thesis, I argue that (...) her account of the nameless virtue does not go far enough and thus does not do justice to her “irrationalist” impulse but that we can look to Heideggerian authenticity in order to make the requisite changes while preserving her core sentiment. So, I present an interpretation of authenticity that focuses on reticence, anticipation, and resoluteness in order to develop a better model for assessing her moral luck cases. (shrink)

BackgroundThe Transparency and Openness Promotion Guidelines describe modular standards that journals can adopt to promote open science. The TOP Factor is a metric to describe the extent to which journals have adopted the TOP Guidelines in their policies. Systematic methods and rating instruments are needed to calculate the TOP Factor. Moreover, implementation of these open science policies depends on journal procedures and practices, for which TOP provides no standards or rating instruments.MethodsWe describe a process for assessing journal policies, procedures, and (...) practices according to the TOP Guidelines. We developed this process as part of the Transparency of Research Underpinning Social Intervention Tiers Initiative to advance open science in the social intervention research ecosystem. We also provide new instruments for rating journal instructions to authors, manuscript submission systems, and published articles according to standards in the TOP Guidelines. In addition, we describe how to determine the TOP Factor score for a journal, calculate reliability of journal ratings, and assess coherence among a journal’s policies, procedures, and practices. As a demonstration of this process, we describe a protocol for studying approximately 345 influential journals that have published research used to inform evidence-based policy.DiscussionThe TRUST Process includes systematic methods and rating instruments for assessing and facilitating implementation of the TOP Guidelines by journals across disciplines. Our study of journals publishing influential social intervention research will provide a comprehensive account of whether these journals have policies, procedures, and practices that are consistent with standards for open science and thereby facilitate the publication of trustworthy findings to inform evidence-based policy. Through this demonstration, we expect to identify ways to refine the TOP Guidelines and the TOP Factor. Refinements could include: improving templates for adoption in journal instructions to authors, manuscript submission systems, and published articles; revising explanatory guidance intended to enhance the use, understanding, and dissemination of the TOP Guidelines; and clarifying the distinctions among different levels of implementation.Research materials are available on the Open Science Framework: https://osf.io/txyr3/. (shrink)

This book's thirty essays explore philosophically the nature and morality of sexual perversion, cybersex, masturbation, homosexuality, contraception, same-sex marriage, promiscuity, pedophilia, date rape, sexual objectification, teacher-student relationships, pornography, and prostitution. Authors include Martha Nussbaum, Thomas Nagel, Alan Goldman, John Finnis, Sallie Tisdale, Robin West, Alan Wertheimer, John Corvino, Cheshire Calhoun, Jerome Neu, and Alan Soble, among others. A valuable resource for sex researchers as well as undergraduate courses in the philosophy of sex.

The theme of this year’s Spindel Conference was Social Ontologies of Race. This editorial introduction serves as both a general introduction to the topic of racial ontology and an introduction to this volume’s contributions. I will first explain some central ideas for discussions of ontology in general. I will then make some basic taxonomic distinctions common to discussions of racial ontology and suggest some clarifications. I will then go on to discuss the five contributions to this volume.

An introduction to the posthumously published "The Wretched of Middle-Earth: an Orkish Manifesto" by Charles Mills.

I argue that standard explanations of Du Bois' theory of race inappropriately characterize his view as attempting to provide descriptive criteria for races. Such an interpretation makes it both susceptible to Appiah's circularity objection and alienates it from Du Bois' central project of solidarity—which is the central point of “Conservation.” I propose that we should understand his theory as providing a normative account of race: an attempt to characterize what some races should be in terms of what other races are. (...) In providing such an account I will also show how my interpretation of Du Bois' criteria avoids the circularity objection by making the criteria central to the project of solidarity. Thus, this interpretation avoids what I take to be the two main problems with standard descriptive explanations of Du Bois' criteria. (shrink)

Psychological and philosophical studies have extended J. J. Gibson’s notion of affordances. Affordances are possibilities for bodily action presented to us by the objects of our perception. Recent work has argued that we should extend the actions afforded by perception to mental action. I argue that we can extend the notion of affordance itself. What I call ‘Introspective Affordances’ are possibilities for mental action presented to us by introspectively accessible states. While there are some prima facie worries concerning the non-perceptual (...) nature of introspection, I will argue that our internal mental lives share enough commonalities with experiences in our environment to warrant this extension. I will demonstrate the value of introspective affordances by showing how they allow us to explain an underexplored aspect of thought insertion. (shrink)

Functionalism offers an account of the relations that hold between behavioural functions, information and neural processing, and conscious experience from which one can draw two inferences: for any discriminable difference between qualia there must be an equivalent discriminable difference in function; and for any discriminable functional difference within a behavioural domain associated with qualia, there must be a discriminable difference between qualia. The phenomenon of coloured hearing synaesthesia appears to contradict the second of these inferences. We report data showing that (...) this form of synaesthesia is genuine and probably results from an aberrant projection from cortical language areas to a region specialized for the perception of colour. Since functionalism purports to be a general account of consciousness, one such negative instance, if it can be further sustained empirically, is sufficient to invalidate it. (shrink)