Philosophical theories about parental licensing tend to pay insufficient attention to forms of discrimination that may be inherent in, or result from, a system of parental licensing. By situating these theories in relation to the status quo on parental licensing, we aim to show how many of them reinforce what philosophers have called “biologism”: the privileging of families formed through biological reproduction over families formed in other ways. Much of our discussion focuses on biologism, although we also touch on other (...) forms of discrimination that parental licensing can cause or exacerbate, such as classism, sexism, homophobia, racism, and ableism. We firmly believe that any adequate proposal in favour of parental licensing must take worries about discrimination seriously. Unfortunately, most philosophical proposals fail to do so. (shrink)

Many philosophers hold there are genuine cases of culpable ignorance. This paper argues that there are conditions that can render knowledge epistemically culpable too. First, we contrast culpable ignorance with morally culpable knowledge. Second, we examine the nature of epistemically culpable knowledge using a key example. We then highlight empirical support for the claim that there are real-world conditions that make epistemically culpable knowledge possible. Next, we survey three kinds of epistemic culpability fostered by culpable knowledge. Finally, we address the (...) benefits objection and argue that it fails. (shrink)

In this chapter, we identify and present predominant debates at the intersection of ethics and imagination. We begin by examining issues on whether our imagination can be constrained by ethical considerations, such as the moral evaluation of imagination, the potential for morality’s constraining our imaginative abilities, and the possibility of moral norms’ governing our imaginings. Then, we present accounts that posit imagination’s integral role in cultivating ethical lives, both through engagements with narrative artworks and in reality. Our final topic of (...) consideration focuses on the possibility of imagination constituting or constructing new ethical or political frameworks. (shrink)

This chapter examines the influence of the empirical sciences (e.g., physics, biology, psychology) in contemporary analytic philosophy, with focus on philosophical theories that are guided by findings from the empirical sciences. Scientific approaches to philosophy follow a tradition of philosophical naturalism associated with Quine, which strives to ally philosophical methods and theories more closely with the empirical sciences and away from a priori theorizing and conceptual analysis.

In this chapter, we explore whether agents have an epistemic duty to eradicate implicit bias. Recent research shows that implicit biases are widespread and they have a wide variety of epistemic effects on our doxastic attitudes. First, we offer some examples and features of implicit biases. Second, we clarify what it means to have an epistemic duty, and discuss the kind of epistemic duties we might have regarding implicit bias. Third, we argue that we have an epistemic duty to eradicate (...) implicit biases that have negative epistemic impact. Finally, we defend this view against the objection that we lack the relevant control over implicit bias that’s required for such a duty. We argue that we have a kind of reflective control over the implicit biases that we are duty-bound to eradicate. And since, as we show, we have this control over a wide variety of implicit biases, there are a lot of implicit biases that we have epistemic duties to eradicate. (shrink)

In this paper I suggest that there is a way to make sense of blameworthiness for morally problematic actions even when there is no bad will behind such actions. I am particularly interested in cases where an agent acts in a biased way, and the explanation is socialization and false belief rather than bad will on the part of the agent. In such cases, I submit, we are pulled in two directions: on the one hand non-culpable ignorance is usually an (...) excuse, but in the case of acting in a biased way we feel some pull to find the agent blameworthy. I argue that agents are sometimes blameworthy, (where I really mean that they are blameworthy, and not just that it is permissible to reproach them), even if they do not have any bad will. I argue that although the paradigmatic account of blameworthiness is based on quality of will, we can and should be willing to allow that there are non-paradigmatic cases. I argue that the zone of responsibility can be extended to include acts that we are not fully in control of, and acts whose moral status we are non-culpably ignorant about at the time of acting. This extension of responsibility happens through a voluntary taking of responsibility. I argue that there are certain conditions under which we should take responsibility, and that when we do so, we genuinely are responsible. (shrink)

This chapter evaluates two competing views of morally responsible agency. The first view at issue is Vargas’s circumstantialism—on which responsible agency is a function of the agent and her circumstances, and so is highly context sensitive. The second view is McGeer’s scaffolded-responsiveness view, on which responsible agency is constituted by the capacity for responsiveness to reasons directly, and indirectly via sensitivity to the expectations of one’s audience (whose sensitivity may be more developed than one’s own). This chapter defends a version (...) of the scaffolded-responsiveness view, and develops two further claims. Firstly, moral responsibility should not be tied too closely to liability to praise or blame. Secondly, rather than revising our existing concept of responsibility, we would do better to ask what we want the concept of responsibility for. (shrink)

A growing proportion of clinical research funded by pharmaceutical companies, high-income country research agencies, and not-for-profit funders is conducted in low- and middle-income settings. Disparities in wealth and access to healthcare between the populations where new interventions are often tested and those where many of them are ultimately marketed raise concerns about exploitation. This chapter examines several ethical requirements frequently advanced as mechanisms for protecting research subjects in underserved communities from exploitation and evaluates the effectiveness of those mechanisms as responses (...) to exploitation worries. It goes on to highlight where the conceptual frameworks relied upon by research ethicists must be improved if we are to fully understand the nature of the moral claims and obligations that arise in research conducted in underserved communities. (shrink)

In this paper we aim to think systematically about, formulate, and begin addressing some of the challenges to applying theories of moral responsibility to behaviors shaped by a particular subset of unsettling psychological complexities: namely, implicit biases.

In this paper, I defend a reasons-first view of epistemic justification, according to which the justification of our beliefs arises entirely in virtue of the epistemic reasons we possess. I remove three obstacles for this view, which result from its presupposition that epistemic reasons have to be possessed by the subject: the problem that reasons-first accounts of justification are necessarily circular; the problem that they cannot give special epistemic significance to perceptual experience; the problem that they have to say that (...) implicit biases provide epistemic. The first problem will be overcome by introducing presentational attitudes that are not in need of justification as basic ways of possessing epistemic reasons. The latter two problems will be solved by introducing epistemic rational capacities of two different kinds, which are exercised in mental states that are ways of possessing epistemic reasons, and by distinguishing these from mental states that are not exercises of epistemic rational capacities. (shrink)

En los departamentos de filosofía del país existe una marcada disparidad entre la cantidad de hombres y mujeres que se dedican a la filosofía. En este ensayo esbozo algunas razones por las que considero que esta situación amerita una reflexión filosófica por parte de nuestra comunidad. En la primera parte intento delimitar el espacio en el que se sitúa mi reflexión. En la segunda presento dos modelos con los que en el entorno anglosajón se ha intentado dar cuenta de la (...) situación de las mujeres en filosofía y muestro la forma como se aplican al espacio acotado en la parte anterior. En la tercera sección desarrollo algunas consideraciones adicionales sobre dichos modelos, y en la cuarta esbozo dos disquisiciones de carácter más específico. (shrink)

This Element focuses on three challenges of evolution to religion: teleology, human origins, and the evolution of religion itself. First, religious worldviews tend to presuppose a teleological understanding of the origins of living things, but scientists mostly understand evolution as non-teleological. Second, religious and scientific accounts of human origins do not align in a straightforward sense. Third, evolutionary explanations of religion, including religious beliefs and practices, may cast doubt on their justification. We show how these tensions arise and offer potential (...) responses for religion. Individual religions can meet these challenges, if some of their metaphysical assumptions are adapted or abandoned. (shrink)

Sally Haslanger has recently argued that philosophical focus on implicit bias is overly individualist, since social inequalities are best explained in terms of social structures rather than the actions and attitudes of individuals. I argue that questions of individual responsibility and implicit bias, properly understood, do constitute an important part of addressing structural injustice, and I propose an alternative conception of social structure according to which implicit biases are themselves best understood as a special type of structure.

This paper investigates the representation of authors with different linguistic backgrounds in academic publishing. We first review some common rebuttals of concerns about linguistic injustice. We then analyze 1039 authors of philosophy journals, primarily selected from the 2015 Leiter Report. While our data show that Anglophones dominate the output of philosophy papers, this unequal distribution cannot be solely attributed to language capacities. We also discover that ethics journals have more Anglophone authors than logic journals and that most authors are affiliated (...) with English-speaking universities, suggesting other factors may also play significant roles. Moreover, some interesting results are revealed when we combine the factor of sex with place of affiliation and linguistic background. It indicates that while certain linguistic injustice is inevitable in academic publishing, it may be more complex than thought. We next introduce Broadbent’s :457–476, 2012, Philosophy of epidemiology, Palgrave Macmillan, New York, 2013, Stud Hist Philos Biol Biomed Sci 48:250–257, 2014) contrastive account of causation to give a causal explanation of our findings. Broadbent’s account not only well characterizes the multifaceted causality in academic publishing but also provides a methodological guideline for further investigation. (shrink)

One theme in complaints from those with marginalized social identities is that they are seen primarily in terms of that identity. Some Black artists, for instance, complain about being seen as Black first and artists second. These individuals can be understood as objecting to a particularly subtle form of morally problematic attention: “relative attentional surplus on the wrong property.” This attentional surplus can coexist with another type of common problematic attention affecting these groups, including attentional deficits; marginalized individuals and groups (...) themselves are routinely insufficiently attended to in virtue of the surplus attention given to their social identity properties. (shrink)

It is widely agreed that reactive attitudes play a central role in our practices concerned with holding people responsible. However, it remains controversial which emotional attitudes count as reactive attitudes such that they are eligible for this central role. Specifically, though theorists near universally agree that guilt is a reactive attitude, they are much more hesitant on whether to also include shame. This paper presents novel arguments for the view that shame is a reactive attitude. The arguments also support the (...) view that shame is a reactive attitude in the sense that concerns moral accountability. The discussion thereby challenges both the view that shame is not a reactive attitude at all, suggested by philosophers such as R. Jay Wallace and Stephen Darwall, and the view that shame is a reactive attitude but does not concern moral accountability, recently defended by Andreas Carlsson and Douglas Portmore. (shrink)

This paper responds to the Radical Behavioral Challenge to normative business ethics. According to RBC, recent research on bounded ethicality shows that it is psychologically impossible for people to follow the prescriptions of normative business ethics. Thus, said prescriptions run afoul of the principle that nobody has an obligation to do something that they cannot do. I show that the only explicit response to this challenge in the business ethics literature is flawed because it limits normative business ethics to condemning (...) practitioners’ behavior without providing usable suggestions for how to do better. I argue that a more satisfying response is to, first, recognize that most obligations in business are wide-scope which, second, implies that there are multiple ways of fulfilling them. This provides a solid theoretical grounding for the increasingly popular view that we have obligations to erect institutional safeguards when bounded ethicality is likely to interfere with our ability to do what is right. I conclude with examples of such safeguards and some advice on how to use the research findings on bounded ethicality in designing ethical business organizations. (shrink)

RESUMEN En los departamentos de filosofía del país existe una marcada disparidad entre la cantidad de hombres y mujeres que se dedican a la filosofía. En este ensayo esbozo algunas razones por las que considero que esta situación amerita una reflexión filosófica por parte de nuestra comunidad. En la primera parte intento delimitar el espacio en el que se sitúa mi reflexión. En la segunda presento dos modelos con los que en el entorno anglosajón se ha intentado dar cuenta de (...) la situación de las mujeres en filosofía y muestro la forma como se aplican al espacio acotado en la parte anterior. En la tercera sección desarrollo algunas consideraciones adicionales sobre dichos modelos, y en la cuarta esbozo dos disquisiciones de carácter más específico. ABSTRACT Philosophy departments in Colombia feature a marked disparity between the number of men and women dedicated to philosophy. In this essay, I set forth the reasons why I believe our community needs to carry out a philosophical reflection on this situation. In the first part, I delimit the space in which my reflection is situated. In the second, I present two models used in the English-speaking world to account for the situation of women in philosophy, showing how they can be applied to the space delimited in the first section. In the third section, I develop further considerations on those models, and in the final section, I outline two more specific explanations. (shrink)

It is widely believed that implicit bias is common and that it contributes, in part, to the perpetuation of systemic injustice. Hence, the existence of implicit bias raises the question: can individuals be blameworthy for their implicit bias? Here, I consider what it is about implicit bias that renders agents blameworthy. I defend the claim that, when individuals omit to engage in activities that could prevent the influence of implicit bias on their behavior, they may be blamed for their implicit (...) bias. The plausibility of my proposal depends on whether individuals are able to engage freely in such activities and on whether there exists an obligation not to be biased (broadly put). I will answer positively to the former question and open the way for an answer to the latter, and tougher, question. (shrink)

This paper has a two-fold goal. First, I defend the view that the prejudicial behaviour that results from implicit biases is best understood as a type of habitual action—as a harmful, yet deeply entrenched, passively acquired, socially relevant type of habit. Second, I explore how characterizing such implicitly biased behaviour as a habit aids our understanding of the responsibility we bear for it. As habits are ultimately susceptible of being controlled, agents ought to be held responsible for their implicit biased (...) actions. Yet, the blaming response should target agents only insofar as they have failed (while being able) to develop a particular kind of ability: the ability to spot the kind of situations that require the exercise of the relevant intellectual, moral, social, and prudential obligations. Being thus responsible, however, is consistent with the agent’s not being blameworthy. For the automaticity of the blamed agent’s implicitly biased behaviour makes it unintentional relative to intellectual, moral, social, and prudential values that she already cares about. (shrink)

In this paper, I argue against the view that the representational structure of the implicit attitudes responsible for implicitly biased behaviour is propositional—as opposed to associationist. The proposal under criticism moves from the claim that implicit biased behaviour can occasionally be modulated by logical and evidential considerations to the view that the structure of the implicit attitudes responsible for such biased behaviour is propositional. I argue, in particular, against the truth of this conditional. Sensitivity to logical and evidential considerations, I (...) contend, proves to be an inadequate criterion for establishing the true representational structure of implicit attitudes. Considerations of a different kind, which emphasize the challenges posed by the structural social injustice that implicit attitudes reflect, offer, I conclude, better support for deciding this issue in favour of an associationist view. (shrink)

In this paper I explore the nature of confabulatory explanations of action guided by implicit bias. I claim that such explanations can have significant epistemic benefits in spite of their obvious epistemic costs, and that such benefits are not otherwise obtainable by the subject at the time at which the explanation is offered. I start by outlining the kinds of cases I have in mind, before characterising the phenomenon of confabulation by focusing on a few common features. Then I introduce (...) the notion of epistemic innocence to capture the epistemic status of those cognitions which have both obvious epistemic faults and some significant epistemic benefit. A cognition is epistemically innocent if it delivers some epistemic benefit to the subject which would not be attainable otherwise because alternative (less epistemically faulty) cognitions that could deliver the same benefit are unavailable to the subject at that time. I ask whether confabulatory explanations of actions guided by implicit bias have epistemic benefits and whether there are genuine alternatives to forming a confabulatory explanation in the circumstances in which subjects confabulate. On the basis of my analysis of confabulatory explanations of actions guided by implicit bias, I argue that such explanations have the potential for epistemic innocence. I conclude that epistemic evaluation of confabulatory explanations of action guided by implicit bias ought to tell a richer story, one which takes into account the context in which the explanation occurs. (shrink)

Many contemporary forms of oppression are not primarily the result of formally organized collective action nor are they an unintended outcome of a combination of individual actions. This raises the question of collective responsibility. I argue that we can only determine who is responsible for oppression if we understand oppression as a matter of social practices that create obstacles for social change. This social practice view of oppression enables two insights: First, that there is an unproblematic sense in which groups (...) can bear irreducible collective responsibility for oppression. Second, that there are derived forms of individual responsibility for members of dominant groups. (shrink)

Critics of the Implicit Association Test —a measure of the strength of a person’s automatic, memory-based association between two concepts, such as “black” and “threatening” or “white” and “caring”—have at least three main objections. Their symmetry argument is that the IAT should but does not give equally valid results for black-on-white and white-on-black racism. Their cultural-awareness argument is that the IAT illegitimately presupposes that use of racial stereotypes presupposes no stereotype acceptance, only stereotype awareness. Their completeness argument is that at (...) best the IAT measures only questionable or implicit, not explicit, bias because IAT ignores the fact that subjects’ conscious desires to avoid bias often enable them to check their biased behavior. Examining each of these anti-IAT stances, the paper summarizes the IAT and then argues for 6 main claims. Clarifying concepts like racism is important for progress in social science. IAT critics’ SA presupposes an ahistorical/acultural concept of racism. IAT critics’ AA presupposes a linguistically-insensitive concept of racism, one presupposing that the language we use provides no behavioral evidence for racism. IAT critics’ CA presupposes a concept of racism subject to conscious, deliberate control. IAT proponents endorse a more plausible concept of racism, one that is contextual, linguistically sensitive, and often not susceptible to conscious control. Although the IAT debate is unsettled, IAT critics’ use of a questionable concept of racism gives grounds for doubting their claims. (shrink)

A microaggression is a small insulting act made disproportionately harmful by its part in an oppressive pattern of similar insults. How should you respond when made the victim of a microaggression? In this paper I survey several morally salient factors, including effects upon victims, perpetrators, and third parties. I argue, contrary to popular views, that ‘growing a thicker skin’ is not good advice nor is expressing reasonable anger always the best way to contribute to confronting oppression. Instead, appropriately responding to (...) microaggression involves difficult application of practical wisdom that does not easily fall under a simple prescription. (shrink)

Recent social‐psychological research suggests that a considerable amount of, for example, racial and gendered discrimination may be connected to implicit biases: mental processes beyond our direct control or endorsement, that influence our behaviour toward members of socially salient groups. In this article I seek to improve our understanding of the phenomenon of implicit bias, including its moral status, by examining it through the lens of a theory of discrimination. In doing so, I also suggest ways to improve this theory of (...) discrimination, by creating conceptual space for implicit bias discrimination. I explore two ways of distinguishing direct and indirect discrimination and spell out the resulting four different forms of discrimination. The resulting taxonomy provides some room for implicit bias discrimination. I also deal with four challenges to my proposal for capturing implicit bias within discrimination theory: the metaphysical challenge, the moral insignificance challenge, the causal connection challenge, and the challenge from irreducibly collective bias. (shrink)

It has been argued that implicit biases are operative in philosophy and lead to significant epistemic costs in the field. Philosophers working on this issue have focussed mainly on implicit gender and race biases. They have overlooked ideological bias, which targets political orientations. Psychologists have found ideological bias in their field and have argued that it has negative epistemic effects on scientific research. I relate this debate to the field of philosophy and argue that if, as some studies suggest, the (...) same bias also exists in philosophy then it will lead to hitherto unrecognised epistemic hazards in the field. Furthermore, the bias is epistemically different from the more familiar biases in respects that are important for epistemology, ethics, and metaphilosophy. (shrink)

An increasingly popular view in scholarly literature and public debate on implicit biases holds that there is progressive moral potential in the discomfort that liberals and egalitarians feel when they realize they harbor implicit biases. The strong voices among such discomfort advocates believe we have a moral and political duty to confront people with their biases even though we risk making them uncomfortable. Only a few voices have called attention to the aversive effects of discomfort. Such discomfort skeptics warn that, (...) because people often react negatively to feeling blamed or called-out, the result of confrontational approaches is often counterproductive. To deepen this critique, I distinguish between awareness discomfort and interaction discomfort, developing a contextual approach that draws on recent research on negative affect and emotions to chart a more complete picture of the moral limits of discomfort. I argue that discomfort advocates risk overrating the moral potential of discomfort if they underestimate the extent to which context shapes the interpretation of affect and simple, raw feelings. (shrink)

In this paper I argue that racism’s subtle and insidious reach should lead us to prefer an account of religious experience that is capable of reckoning with that reach, an account that, I shall argue, appears in the work of St. John of the Cross. The paper begins with an analysis of race and racism and the way in which the latter can have existential and even spiritual effects. The argument is then applied particularly to white people and the deleterious (...) effects racism has on their intellects, wills, and even memories, not merely inwardly but also as a result of what Charles Mills famously calls an epistemology of ignorance. Notably, intellect, will, and memory are the key sites for union in St. John’s discussion. In the last main section, I discuss how progress in the mystical life can be hindered by racism’s effects even while it is possible for there to be “touches of union” on the way. Another result of this inquiry is that it shows how a widely-used schema, such as St. John’s, will require spiritual aspirants to deal with racism, both in themselves and in the world. (shrink)

Childfree females encounter greater obstacles in obtaining voluntary sterilizations than childfree males. This paper discusses what might explain this and it proposes that female patients encounter particular credibility deficits that undermine their ability to grant informed consent. In particular, the paper explores Miranda Fricker’s recent suggestion that members of structurally disadvantaged groups encounter a particular sort of injustice that harms them in their capacity as knowers: they sustain testimonial injustice. The task of the paper is to investigate whether and in (...) what sense this holds. (shrink)

This paper comes out of a panel honoring the work of Anne Donchin (1940-2014), which took place at the 2016 Congress of the International Network on Feminist Approaches to Bioethics (FAB) in Edinburgh. My general aim is to highlight the contributions Anne made to feminist bioethics, and to feminist reproductive ethics in particular. My more specific aim, however, is to have a kind of conversation with Anne, through her work, about whether reproductive justice could demand insurance coverage for in vitro (...) fertilization. I quote liberally from Anne’s work for this purpose, but also to shower the reader with her words, reminding those of us who knew her well what a wonderful colleague she was. (shrink)

Are individuals morally responsible for their implicit biases? One reason to think not is that implicit biases are often advertised as unconscious, ‘introspectively inaccessible’ attitudes. However, recent empirical evidence consistently suggests that individuals are aware of their implicit biases, although often in partial and inarticulate ways. Here I explore the implications of this evidence of partial awareness for individuals’ moral responsibility. First, I argue that responsibility comes in degrees. Second, I argue that individuals’ partial awareness of their implicit biases makes (...) them (partially) morally responsible for them. I argue by analogy to a close relative of implicit bias: moods. (shrink)

The ethics of humor has suffered from failure to distinguish objects of evaluation. This paper’s main thesis is that once we do distinguish the evaluation of ordinary humorous acts—everyday joking and laughing—from that of humorous amusement or mirth considered as a mental state, we find that, with one important qualification, the former is not particularly distinctive; standard moral theories apply straightforwardly. What presents special issues for moral philosophy is, rather, the mental state, and its assessment from the viewpoint of virtue (...) and character. The paper explores several ways in which mirth per se can be morally bad. (shrink)

A frequent caveat in online dating profiles – “No fats, femmes, or Asians” – caused an LGBT activist to complain about the bias against Asians in the American gay community, which he called “racial looksism”. In response, he was asked that, if he himself would not date a fat person, why he should find others not dating Asians so upsetting. This response embodies a popular attitude that personal preferences or tastes are simply personal matters – they are not subject to (...) moral evaluation. In this paper, I argue, against this popular attitude, that a personal preference like racial looksism is indeed wrong. A preference like racial looksism is wrong because it is an overgeneralization that disrespects individuality by treating people as exchangeable tokens of one type, and such disrespect denies its objects appreciation that their dignity entitles them to. As it turns out, there is on my account a relevant moral difference between racial looksism and simple looksism. (shrink)

Implicit attitudes are mental states that appear sometimes to cause agents to act in ways that conflict with their considered beliefs. Implicit attitudes are usually held to be mere associations between representations. Recently, however, some philosophers have suggested that they are, or are very like, ordinary beliefs: they are apt to feature in properly inferential processing. This claim is important, in part because there is good reason to think that the vocabulary in which we make moral assessments of ourselves and (...) of others is keyed to folk psychological concepts, like ‘belief’, and not to concepts that feature only in scientific psychology: if implicit attitudes are beliefs there is a prima facie case for thinking that they can serve as the basis for particular kinds of moral assessment. In this paper I argue that while implicit attitudes have propositional structure, their sensitivity and responsiveness to other mental representations is too patchy and fragmented for them to properly be considered beliefs. Instead, they are a sui generis kind of mental state, a state I dub patchy endorsements. (shrink)

Implicit bias results from living in a society structured by race. Tamar Gendler has drawn attention to several epistemic costs of implicit bias and concludes that paying some costs is unavoidable. In this paper, we reconstruct Gendler’s argument and argue that the epistemic costs she highlights can be avoided. Though epistemic agents encode discriminatory information from the environment, not all encoded information is activated. Agents can construct local epistemic environments that do not activate biasing representations, effectively avoiding the consequences of (...) activation. We conclude that changing our local environments provides a way to avoid paying implicit bias’s epistemic costs. (shrink)

Robotization is an increasingly pervasive feature of our lives. Robots with high degrees of autonomy may cause harm, yet in sufciently complex systems neither the robots nor the human developers may be candidates for moral blame. John Danaher has recently argued that this may lead to a retribution gap, where the human desire for retribution faces a lack of appropriate subjects for retributive blame. The potential social and moral implications of a retribution gap are considerable. I argue that the retributive (...) intuitions that feed into retribution gaps are best understood as deontological intuitions. I apply a debunking argument for deontological intuitions in order to show that retributive intuitions cannot be used to justify retributive punishment in cases of robot harm without clear candidates for blame. The fundamental moral question thus becomes what we ought to do with these retributive intuitions, given that they do not justify retribution. I draw a parallel from recent work on implicit biases to make a case for taking moral responsibility for retributive intuitions. In the same way that we can exert some form of control over our unwanted implicit biases, we can and should do so for unjustifed retributive intuitions in cases of robot harm. (shrink)

The use of machine learning systems for decision-support in healthcare may exacerbate health inequalities. However, recent work suggests that algorithms trained on sufficiently diverse datasets could in principle combat health inequalities. One concern about these algorithms is that their performance for patients in traditionally disadvantaged groups exceeds their performance for patients in traditionally advantaged groups. This renders the algorithmic decisions unfair relative to the standard fairness metrics in machine learning. In this paper, we defend the permissible use of affirmative algorithms; (...) that is, algorithms trained on diverse datasets that perform better for traditionally disadvantaged groups. Whilst such algorithmic decisions may be unfair, the fairness of algorithmic decisions is not the appropriate locus of moral evaluation. What matters is the fairness of final decisions, such as diagnoses, resulting from collaboration between clinicians and algorithms. We argue that affirmative algorithms can permissibly be deployed provided the resultant final decisions are fair. (shrink)

In this commentary, I focus on several problems that the authors' understanding of group identity raises: the legality of avoiding background diversity, the problem of effectively unshareable knowledge, the practical quality of some outcomes arrived at by groups with homogeneous backgrounds, and moral issues about fairness. I note also that much recent research challenges the view that background diversity is more likely to be a detriment than a benefit.

In this article, I describe how gender bias can affect the design, testing, clinical trials, regulatory approval, and clinical use of implantable devices. I argue that bad outcomes experienced by women patients are a cumulative consequence of small biases and inattention at various points of the design, testing, and regulatory process. However, specific instances of inattention and bias can be difficult to identify, and risks are difficult to predict. This means that even if systematic gender bias in implant design is (...) an ethical issue, it is one with no clearly blameworthy player. From a practical perspective, there is no single obvious point at which to intervene. Philosophers working in other areas have explored structurally similar moral problems—sometimes referred to as “moral aggregation problems”—such as the type of environmental harm caused by small actions of many players. I describe key features of these type of problems and strategies to address them. I then draw on these to suggest an approach to gender bias in medical implant design and use. (shrink)

Recently, there has been an upsurge of attention focused on bias and its impact on specialized artificial intelligence applications. Allegations of racism and sexism have permeated the conversation as stories surface about search engines delivering job postings for well-paying technical jobs to men and not women, or providing arrest mugshots when keywords such as “black teenagers” are entered. Learning algorithms are evolving; they are often created from parsing through large datasets of online information while having truth labels bestowed on them (...) by crowd-sourced masses. These specialized AI algorithms have been liberated from the minds of researchers and startups, and released onto the public. Yet intelligent though they may be, these algorithms maintain some of the same biases that permeate society. They find patterns within datasets that reflect implicit biases and, in so doing, emphasize and reinforce these biases as global truth. This paper describes specific examples of how bias has infused itself into current AI and robotic systems, and how it may affect the future design of such systems. More specifically, we draw attention to how bias may affect the functioning of a robot peacekeeper, a self-driving car, and a medical robot. We conclude with an overview of measures that could be taken to mitigate or halt bias from permeating robotic technology. (shrink)

Research programs in empirical psychology over the past few decades have led scholars to posit implicit biases. This is due to the development of innovative behavioural measures that have revealed aspects of our cognitions which may not be identified on self-report measures requiring individuals to reflect on and report their attitudes and beliefs. But what does it mean to characterise such biases as implicit? Can we satisfactorily articulate the grounds for identifying them as bias? And crucially, what sorts of cognitions (...) are in fact being measured; what mental states or processes underpin such behavioural responses? In this paper, we outline some of the philosophical and empirical issues engaged when attempting to address these three questions. Our aim is to provide a constructive taxonomy of the issues, and how they interrelate. As we will see, any view about what implicit bias is may depend on a range of prior theoretical choices. (shrink)