The ‘black box problem’ is a long-standing talking point in debates about artificial intelligence. This is a significant point of tension between ethicists, programmers, clinicians and anyone else working on developing AI for healthcare applications. However, the precise definition of these systems are often left undefined, vague, unclear or are assumed to be standardised within AI circles. This leads to situations where individuals working on AI talk over each other and has been invoked in numerous debates between opaque and explainable (...) systems. This paper proposes a coherent and clear definition for the black box problem to assist in future discussions about AI in healthcare. This is accomplished by synthesising various definitions in the literature and examining several criteria that can be extrapolated from these definitions. There are no data in this work. (shrink)

Critiques of Western feminists’ attempts to extend claims about gender injustice to the global context highlighted a dilemma facing Western feminists, what I call the global gender justice dilemma. In response to this dilemma, Alison M. Jaggar argues that Western feminists should turn our attention away from trying to resolve it and, instead, toward examination of our own complicity in the processes that produce injustice. I suggest that this kind of approach is helpful in responding to an additional dilemma that (...) confronts the Western feminist, namely the epistemic dilemma. Western feminists can speak for women of the global South and run the risk of distorting those women’s experience and further silencing their voices, or we can refuse to speak and abdicate our responsibilities to address injustice. I argue that we should address this dilemma not by trying to resolve it but by examining our role in the reproduction of epistemically unjust practices. To explain this response, I offer a preliminary account of epistemic injustice as epistemic oppression. I conclude by claiming that our own epistemic complicity in epistemically oppressive social practices is a weighty reason for us to work to transform those practices. (shrink)

The last 20 years have witnessed the dramatic growth of the animal rights movement and a concurrent increase in its social scientific scrutiny. One of the most notable and consistent findings to emerge from this body of research has been the central role of women in the movement. This paper uses General Social Survey data to examine the influence of views of the relationship of humanity to nature on this gender difference. Holding a Romantic view of nature is associated with (...) higher levels of support for extending moral rights to animals and lower levels of support for animal-based testing. A Darwinian view is associated with greater support for testing on animals but is unrelated to views on moral rights for animals. In general, views of nature affect animal rights advocacy to a greater extent among males than females. (shrink)

We often feel survivor guilt when the very circumstances that harm others leave us unscathed. Although survivor guilt is both commonplace and intelligible, it raises a puzzle for the standard philosophical account of guilt, according to which people feel guilt only when they take themselves to be morally blameworthy. The standard account implies that survivor guilt is uniformly unfitting, as people are not blameworthy simply for having fared better than others. In this paper, we offer a rival account of guilt, (...) the relational account of guilt, which makes sense of survivor guilt and other forms of guilt without self-blame while preserving the intelligibility of guilt about culpable wrongdoing. According to this account, guilt involves the feeling of being unable to justify ourselves to others, and we lack self-justification when we (however blamelessly) stand on the positive side of an undesirable asymmetry with them. When someone survives something that those around her do not, the disparity in outcome constitutes an asymmetry that is often undesirable, because it arises from luck or violates a requirement of solidarity. Thus, survivor guilt is often fitting. (shrink)

Philip Reed argues that laws that grant people access to euthanasia on the basis of terminal illness are discriminatory. In support of this claim, he offers an argument by analogy: it would be discriminatory to offer a person access to euthanasia because they are women or because they are disabled, as such restricted access would send the message ‘that life as a woman or as a disabled person is (very often) not worth living’.1 And so it must also be discriminatory (...) to offer people access to euthanasia because they are terminally ill. Arguments by analogies are only as good as the analogies on which they are built. Having a terminal illness, I’m going to suggest, is not relevantly similar enough to either being disabled or being a member of an oppressed social group to make Reed’s claim compelling. Let’s explore each branch of the analogy in turn. Why think that terminal illness is relevantly unlike disability, in a way that makes offering access to euthanasia in the latter case discriminatory, but not the former? For one thing, terminal illness is necessarily time-limited. When my father was dying, he found himself in constant …. (shrink)

1. Sexual Brains and Body Politics 2. Hormones and Hardwiring 3. Making Sense of Brain Organization Studies 4. Thirteen Ways of Looking at Brain Organization 5. Working Backward from “Distinct‘ Groups 6. Masculine and Feminine Sexuality 7. Sexual Orienteering 8. Sex-Typed Interests 9. Taking Context Seriously 10. Trading Essence for Potential.

In Women’s Activism, Feminism, and Social Justice, Margaret McLaren develops and argues for a new theoretical framework, the feminist social justice approach, that can guide ongoing feminist transnational solidarity projects. I briefly map out the main lines of argumentation in McLaren’s book and highlight some of the valuable contributions these arguments make to the intersecting sub-fields of global ethics, global justice, development ethics, and feminist philosophy. I then note two critical thoughts on the book. First, I argue that McLaren’s concessions (...) to rights discourse as a valuable tool for transformative activism undermine and potentially even contradict her own strong critique of rights discourse. Second, I argue that McLaren doesn’t explicitly or develop the latent social epistemology of her feminist social justice approach and discussions of “training” and “education” potentially run counter to this promising but again latent social epistemology. (shrink)

Are demands for equality motivated by envy? Nietzsche, Freud, Hayek, and Nozick all thought so. Call this the Envy Objection. For egalitarians, the Envy Objection is meant to sting. Many egalitarians have tried to evade the Envy Objection.. But should egalitarians be worried about envy? In this paper, I argue that egalitarians should stop worrying and learn to love envy. I argue that the persistent unwillingness to embrace the Envy Objection is rooted in a common misunderstanding of the nature of (...) the charge, what it reveals, and what can be said in response to it. I develop what Bernard Williams might call a vindicatory genealogy of envy, thereby allowing us to see that envy, rather than undermining egalitarian intuitions, can in fact play a distinct justificatory role (when it is fitting), which undermines the Envy Objection. (shrink)

Strawson (1994) and Peacocke (1992) introduced thought experiments that show that it seems intuitive that there is, in some way, an experiential character to mental events of understanding. Some (e.g., Siewert 1998, 2011; Pitt 2004) try to explain these intuitions by saying that just as we have, say, headache experiences and visual experiences of blueness, so too we have experiences of understanding. Others (e.g., Prinz 2006, 2011; Tye 1996) propose that these intuitions can be explained without positing experiences of understanding. (...) Call this the debate between Realism and Anti-Realism about experiences of understanding. This paper aims to advance that debate in two ways. In the first half, I develop more precise characterizations of what Realists and Anti-Realists propose. In the second half, I distinguish the four most plausible versions of Anti-Realism and argue that Realism better explains the target intuition than any of them does. (shrink)

What does everyone in the modern world need to know? Renowned psychologist Jordan B. Peterson's answer to this most difficult of questions uniquely combines the hard-won truths of ancient tradition with the stunning revelations of cutting-edge scientific research. Humorous, surprising and informative, Dr. Peterson tells us why skateboarding boys and girls must be left alone, what terrible fate awaits those who criticize too easily, and why you should always pet a cat when you meet one on the street. What (...) does the nervous system of the lowly lobster have to tell us about standing up straight (with our shoulders back) and about success in life? Why did ancient Egyptians worship the capacity to pay careful attention as the highest of gods? What dreadful paths do people tread when they become resentful, arrogant and vengeful? Dr. Peterson journeys broadly, discussing discipline, freedom, adventure and responsibility, distilling the world's wisdom into 12 practical and profound rules for life. [This book] shatters the modern commonplaces of science, faith and human nature, while transforming and ennobling the mind and spirit of its readers. (shrink)

In recent years, the issue of experimentation upon nonhuman animals has become the subject of media attention. One aspect of the media presentation is the status attributed to claims-makers on either side of the issue. Research suggests that perceived expertise of the source of arguments can play a role in attitudes formed by audiences. This study examines mainstream print and broadcast media presentation of the status of individuals quoted regarding the issue of animal experimentation. Those supporting continued experimentation are significantly (...) more likely to be presented as professionals or experts. Attitude formation is discussed in light of these findings. (shrink)

The #MeToo movement generated a feminist insistence that we “believe women.” But the men accused of assault, harassment, and other violations frequently defended themselves with the insistence that they had always “respected women” – sometimes, going so far as to get numerous women to sign letters swearing that these men had always respected them. This common MeToo defense reveals the core inconsistency – and the core entitlement – at the heart of misogyny and sexual injustice: some women deserve respect. But (...) the duty to respect those women relies on an invisible entitlement to disrespect – indeed, to assault, harass, dominate, or exploit – others. This chapter explores consent’s role within the superstructure of misogyny and sexual injustice, arguing what consent is a key apparatus of white supremacy. It argues that consent has been constructed through dynamics of colonial and racist sexual entitlement, mapping some (white) women as deserving of respect and the right to consent, while marking other women as expendable or disposable within the sexual economy. This means not only that consent is historically constructed as white, but also that whiteness, and in particular, white womanhood, is constructed through consent. Thus, white women’s right to consent – or to refuse – is premised upon the inability of other women to do so. In this way, the right to sexual consent does not disrupt the norm of male sexual entitlement. Consent has always been premised on non-consent, from coloniality and slavery to contemporary porn, which offers a vision of the world without proper consent, so that granting consent to actual women is an exceptional practice, an “act of respect.” By including race and class alongside gender in my analysis of consent, I argue that contemporary feminist visions of sexual justice must do more than defend or ameliorate consent, but develop intersectional interrogations of sexual justice that reckon with the complicities of consent. (shrink)

Chemical kinds are generally treated as having timelessly fixed identities. Biological kinds are generally treated as evolved and/or evolving entities. So what kind of kind is a biochemical kind? This article defends the thesis that biochemical molecules are clustered chemical kinds, some of which—namely, evolutionarily conserved units—are also biological kinds. On this thesis, a number of difficulties that have recently occupied philosophers concerned with proteins and kinds are shown to be either resolved or dissolved. 1 Introduction2 Conflicting Intuitions about Kinds (...) of Proteins3 Against Permissive Pluralism4 Against Nominalism, Toward a Duality of Kinds5 Biological Kinds, Chemical Kinds, and Their Relations6 Implications for Biological Individuals7 Implications for Monism and Scientific Practice. (shrink)

Chemical kinds (e.g. gold) are generally treated as having timelessly fixed identities. Biological kinds (e.g. goldfinches) are generally treated as evolved and/or evolving entities. So what kind of kind is a biochemical kind? This paper defends the thesis that biochemical molecules are clustered chemical kinds, some of which–namely, evolutionarily conserved units–are also biological kinds.On this thesis, a number of difficulties that have recently occupied philosophers concerned with proteins and kinds are shown to be resolved or dissolved.

When our nearest and dearest experience medical crises, we may need to step into caregiving roles. But in doing so, we may find that our new caregiving relationship is actually in tension with the loving relationship that motivated us towards care. What we owe and are entitled to as friends, spouses, and family members, can be different from what we owe and are entitled to as caregivers. For this reason, caregiving carries with it the risk of a type of moral (...) distress that I call “role conflict distress.” Rather than view role conflict distress as a sign that we are falling short, I suggest that it actually speaks to the commitment that we have to the loving relationship that grounds our duty of care. (shrink)

PurposeThe purpose of this paper is to highlight the potential of digital tools to address the significant challenge of increasing access to college and outline challenges and opportunities in effectively implementing a digital intervention across an entire school.Design/methodology/approachThe study encompasses a randomized control trial and comparative case studies. This paper highlights qualitative data focused on implementation.FindingsFindings illustrate impediments and strategies for implementing a school-wide digital intervention.Research limitations/implicationsResearch focused on one particular intervention and is thus limited in scope.Practical implicationsThe study has (...) the potential to assist practitioners in better serving students from low-income and minoritized communities through digital tools.Social implicationsThe study has implications for increasing the number of first-generation and minoritized youth who apply to and enroll in college. The study highlights digital equity issues often overlooked in ed-tech sectors.Originality/valueFew studies exist that examine the implementation of digital interventions at the school level. Focusing on digital equity in the college access space (academic and practice) is novel. (shrink)

Personalized genomics companies (PG; also called ‘direct-to-consumer genetics’) are businesses marketing genetic testing to consumers over the Internet. While much has been written about these new businesses, little attention has been given to their roles in science communication. This paper provides an analysis of the gene concept presented to customers and the relation between the information given and the science behind PG. Two quite different gene concepts are present in company rhetoric, but only one features in the science. To explain (...) this, we must appreciate the delicate tension between PG, academic science, public expectation, and market forces. (shrink)

This Element examines Kant's innovative account of labour in his political philosophy and develops an intersectional analysis of Kant. By demonstrating that Kant's analysis of slavery, citizenship, and sex developed in inter-linked ways over several decades, culminating in his development of a 'trichotomy' of Right, the author shows that Kant's normative account of independence is configured through his theory of labour, and is continuous with his anthropological accounts of race and gender, providing a systemic justification for the dependency of women (...) and non-whites embedded in his philosophy of right. By examining Kant's arguments about slavery as intertwined with his account of domestic labour, the author argues that his ultimate rejection of slavery may owe more to his changing conceptualization of labour than to his theory of race, and that his final arguments against slavery rehearse strategies for embedding intersectional patterns of domestic dependence in his account of the rightful state. (shrink)

Pragmatic arguments seek to justify the performance of an action by appealing to the benefits that may follow from that action. Pascal’s wager, for instance, argues that one should inculcate belief in God because there is everything to gain and little to lose by doing do. In this chapter I critically examine Pascal’s wager and William James’s famous “Will-to-Believe” argument by first explaining the logic of each argument and then by surveying the objections commonly arrayed against them. Finally, I suggest (...) that among the various versions of the wager found in Pascal’s Pensées is a neglected version that anticipates the Jamesian argument and that avoids the many-gods objection. (shrink)

Are workers dominated? A recent suite of neo-republican and relational egalitarian philosophers think they are. Suppose they are right; that is, suppose that some workers are governed by an unjust and arbitrary power existing in labour relations, which persists even in the presence of the actual ability to exit. My question is this: does that give us reason to impose restrictions on firms? According to the so-called Efficiency Objection there are relevant trade-offs that need to be considered between the efficiency (...) of firms and the freedom of workers, and upon considering these trade-offs, we should reject workplace democracy. In this paper, I present a dilemma for the Efficiency Objection. I argue that either the Efficiency Objection is justified on moral grounds or non-moral grounds; if the Efficiency Objection is justified on moral grounds, then it fails because efficiency cannot be valued for its own sake (it is only instrumentally good); if the Efficiency Objection is justified on non-moral grounds, then it fails because of the respect that we owe to persons as persons; therefore, the Efficiency Objection fails. (shrink)