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)

In this book Bruno Latour brings together these different approaches to provide a lively and challenging analysis of science, demonstrating how social context..

A summation of the work of one of the most influential and provocative interpreters of science, it aims at saving what is good and valuable in modernity and ...

From the book: What is to be done with political ecology? Nothing. What is to be done? Political ecology!

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.

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)

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)

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)

I argue against the interpretation of propositions as intentions and proof-objects as fulfillments proposed by Heyting and defended by Tieszen and van Atten. The idea is already a frequent target of criticisms regarding the incompatibility of Brouwer’s and Husserl’s positions, mainly by Rosado Haddock and Hill. I raise a stronger objection in this paper. My claim is that even if we grant that the incompatibility can be properly dealt with, as van Atten believes it can, two fundamental issues indicate that (...) the interpretation is unsustainable regardless: (1) it is hard to determine, without appealing to propositional intentions on pain of circularity, what intention a proof-object should be understood as a fulfillment of; (2) due to a difficult fulfillment dilemma, it is unclear, at best, what the object of an intention corresponding to a proposition is. (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.

Throughout his career, Schelling assigns knowledge of the absolute first principle of philosophy to intellectual intuition. Schelling's doctrine of intellectual intuition raises two important questions for interpreters. First, given that his doctrine undergoes several changes before and after his identity philosophy, to what extent can he be said to “hold onto” the same “sense” of it by the 1830s, as he claims? Second, given that his doctrine of intellectual intuition restricts absolute idealism to what he calls a “science of reason”, (...) which he says cannot prove the absolute’s existence, what other doctrine does he require in order to prove this? I will answer these questions by tracing the shifts in Schelling’s doctrine of intellectual intuition from the 1790s to the 1830s and drawing out its evolving methodological role within his science of intelligibility. (shrink)

This paper argues that we should solve paradoxes for propositions (such as the Russell–Myhill paradox) in essentially the same way that we solve Russellian paradoxes for sets. That is, the standard, iterative approach to sets is extended to include properties, and then the resulting hierarchy of sets and properties is used to construct propositions. Propositions on this account are structured in the sense of mirroring the sentences that express them, and they would seem to serve the needs of philosophers of (...) language and metaphysicians who rely on such propositions. The resulting account has limitations, comparable to those faced by the iterative approach to sets, but it is argued to be in important ways preferable to others that have been proposed. (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)

É possível constatar, mesmo em uma leitura superficial, que Kant tem o propósito de empreender em seu opúsculo de 1795, À Paz Perpétua, uma defesa dos princípios normativos do direito em todas as esferas da vida pública. Isso se evidencia na tentativa de desenvolver uma teoria da paz erigida sobre uma teoria tríplice do direito público, dividida nos âmbitos do direito estatal, das gentes e cosmopolita. Mas, se a questão é, por um lado, adequar os princípios puros da doutrina do (...) direito à teoria da paz, por outro, o problema com o qual Kant tem de lidar é essencialmente histórico. Não se trata apenas de justificar, em um contexto abrangente, a normatividade dos princípios do direito, mas também de demonstrar a sua aplicabilidade. Por conseguinte, em seu empreendimento, Kant encontra-se diante do desafio de demonstrar a inconsistência da “expressão corrente”, com a qual teve que lidar antes, que diz que “isto pode ser correto na teoria, mas nada vale na prática”. Tal preocupação pode ser observada direta e indiretamente, em várias passagens, no decorrer do texto, explicitando-se ,sobretudo, na discussão apresentada no Suplemento Primeiro no qual a questão suscitada pelo problema da teoria e prática, acerca das condições de possibilidade de realização do ideal da paz, é discutida no contexto de sua filosofia da história e também no Apêndice I, no qual, através de uma reflexão sobre o consenso entre moral e política, o que se põe em questão é a possibilidade da concordância entre teoria e prática no contexto da filosofia e da prática política. Ocupar-me-ei nesse texto apenas em tratar da questão sob esse segundo aspecto, tentando destacar que a estratégia kantiana para superar o problema da teoria e prática, no âmbito da filosofia política, depende do desenvolvimento de uma “renovada” doutrina da prudência. Como observa Castillo1, “[p]ara provar que a teoria jurídica da paz se aplica na teoria e na prática ao mesmo tempo”, Kant “deve fazer um exame crítico do conceito de prudência do Estado”2 . Esta análise deve nos permitir concluir, em primeiro lugar, que, bem diferente da visão antes difundida de que a filosofia política de Kant é expressão de um moralismo “que é certamente sincero, mas basicamente ingênuo”3, o objetivo de Kant, na verdade, nunca foi o de se afastar da realidade concreta da política em nome de um ideal abstrato de virtude política. Sua preocupação foi, em vez disso, a de ajustar os co. (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)

Rules are meant to apply equally to all within their jurisdiction. However, some rules are frequently broken without consequence for most. These rules are only occasionally enforced, often at the discretion of a third-party observer. We propose that these rules—whose violations are frequent, and enforcement is rare—constitute a unique subclass of explicitly codified rules, which we call ‘phantom rules’ (e.g., proscribing jaywalking). Their apparent punishability is ambiguous and particularly susceptible to third-party motives. Across six experiments, (N = 1440) we validated (...) the existence of phantom rules and found evidence for their motivated enforcement. First, people played a modified Dictator Game with a novel frequently broken and rarely enforced rule (i.e., a phantom rule). People enforced this rule more often when the “dictator” was selfish (vs. fair) even though the rule only proscribed fractional offers (not selfishness). Then we turned to third person judgments of the U.S. legal system. We found these violations are recognizable to participants as both illegal and commonplace (Experiment 2), differentiable from violations of prototypical laws (Experiments 3) and enforced in a motivated way (Experiments 4a and 4b). Phantom rule violations (but not prototypical legal violations) are seen as more justifiably punished when the rule violator has also violated a social norm (vs. rule violation alone)—unless the motivation to punish has been satiated (Experiment 5). Phantom rules are frequently broken, codified rules. Consequently, their apparent punishability is ambiguous, and their enforcement is particularly susceptible to third party motives. (shrink)

In this paper I argue that Pereboom’s empirical objection to agent causation fails to undermine the most plausible version of agent-causal libertarianism. This is significant because Pereboom concedes that such libertarianism is conceptually coherent and only falls to empirical considerations. To substantiate these claims I outline Pereboom’s taxonomy of agent-causal views, develop the strongest version of his empirical objections, and then show that this objection fails to undermine what I consider the most plausible view of agent-causal libertarianism, namely, reconciliatory integrationist (...) agent-causalism. I then strengthen my criticism of Pereboom by responding to three objections to my view. I show that these objections, though initially challenging, fail to undermine my argument. I therefore conclude that, to this extent, agent-causal views remain a viable option in the contemporary free will debate. (shrink)

Several recent criticisms of the somatic marker hypothesis (SMH) identify multiple ambiguities in the way it has been formulated by its chief proponents. Here we provide evidence that this hypothesis has also been interpreted in various different ways by the scientific community. Our diagnosis of this problem is that SMH lacks an adequate computational-level account of practical decision making. Such an account is necessary for drawing meaningful links between neurological- and psychological-level data. The paper concludes by providing a simple, five-step (...) model of practical decision making. Recasting SMH in terms of this model generates more precise and empirically tractable computational-level hypotheses about the various ways that somatic markers might influence practical decisions. (shrink)