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Machine learning algorithms pervade contemporary society. They are integral to social institutions, inform processes of governance, and animate the mundane technologies of daily life. Consistently, the outcomes of machine learning reflect, reproduce, and amplify structural inequalities. The field of fair machine learning has emerged in response, developing mathematical techniques that increase fairness based on anti-classification, classification parity, and calibration standards. In practice, these computational correctives invariably fall short, operating from an algorithmic idealism that does not, and cannot, address systemic, Intersectional (...) stratifications. Taking present fair machine learning methods as our point of departure, we suggest instead the notion and practice of algorithmic reparation. Rooted in theories of Intersectionality, reparative algorithms name, unmask, and undo allocative and representational harms as they materialize in sociotechnical form. We propose algorithmic reparation as a foundation for building, evaluating, adjusting, and when necessary, omitting and eradicating machine learning systems. (shrink)

This text was first published on Critical Legal Thinking 14 May 2013. Accel­er­a­tion­ism pushes towards a future that is more mod­ern, an altern­at­ive mod­ern­ity that neo­lib­er­al­ism is inher­ently unable to gen­er­ate. 01. INTRODUCTION : On the Conjuncture 1. At the beginning of the second decade of the Twenty-First Century, global civilization faces a new breed of cataclysm. These coming apocalypses ridicule the norms and organisational structures of the politics which were forged in the birth - Débats.

In this article, we posit that a cross-scale perspective is valuable for studies of organizational resilience. Existing research in our field primarily focuses on the resilience of organizations, that is, the factors that enhance or detract from an organization’s viability in the face of threat. While this organization level focus makes important contributions to theory, organizational resilience is also intrinsically dependent upon the resilience of broader social-ecological systems in which the firm is embedded. Moreover, long-term organizational resilience cannot be well (...) managed without an understanding of the feedback effects across nested systems. For instance, a narrow focus on optimizing organizational resilience from one firm’s perspective may come at the expense of social-ecological functioning and ultimately undermine managers’ efforts at long-term organizational survival. We suggest that insights from natural science may help organizational scholars to examine cross-scale resilience and conceptualize organizational actions within and across temporal and spatial dynamics. We develop propositions taking a complex adaptive systems perspective to identify issues related to focal scale, slow variables and feedback, and diversity and redundancy. We illustrate our theoretical argument using an example of Unilever and palm oil production in Borneo. (shrink)

This article distinguishes between a telic and a deontic version of Derek Parfit's influential Priority View. Employing the distinction, it shows that the existence of variations in how intrapersonal and interpersonal conflicts should be resolved fails to provide a compelling case in favour of relational egalitarianism and against all pure versions of the Priority View. In addition, the article argues that those variations are better understood as providing counterevidence to certain distribution-sensitive versions of consequentialism.

One of the central debates within contemporary Anglo-American political philosophy concerns how to formulate an egalitarian theory of distributive justice which gives coherent expression to egalitarian convictions and withstands the most powerful anti-egalitarian objections. This book brings together many of the key contributions to that debate by some of the world’s leading political philosophers: Richard Arneson, G.A. Cohen, Ronald Dworkin, Thomas Nagel, Derek Parfit, John Rawls, T.M. Scanlon, and Larry Temkin.

In Rescuing Justice and Equality , G. A. Cohen reiterates his critique of John Rawls's difference principle as a justification for inequality-generating incentives, and also argues that Rawls's ambition to provide a constructivist defence of the first principles of justice is doomed. Cohen's arguments also suggest a natural response to my earlier attempt to defend the basic structure objection to Cohen's critique, which I term the alien factors reply. This paper criticises the reply, and Cohen's more general argument against Rawls's (...) constructivism. 1. (shrink)

Individual decisions about how to exercise the legal right to procreative liberty may generate either positive or negative externalities. From within a resource egalitarian perspective, such as that of Ronald Dworkin, it can be argued that procreative justice is asymmetric in the following respect. Justice need not require that parents be subsidised if they produce a public good, yet its ideal achievement may require their activities be taxed if they threaten to produce a public bad.

According to John Rawls's ideal of liberal public reason, comprehensive moral, religious and philosophical doctrines should play no more than an auxiliary or marginal role in the political life of constitutional democracies. David Reidy has recently claimed that since liberal public reason is incomplete, comprehensive doctrines, and non-public reasons, must play a wider role than Rawls admits. In response, I argue that Reidy's arguments do not establish that liberal public reason is incomplete. Furthermore, even if the substantive values embodied in (...) liberal public reason were insufficient to determine certain fundamental decisions, such indeterminacy need not be eliminated by recourse to comprehensive doctrines. (shrink)

Many clinicians believe that allowing costs to influence clinical decisions is unethical. They are mistaken in this belief, because it cannot be ethical to ignore the adverse consequences upon others of the decisions you make, which is what 'costs' represent. There are, however, some important ethical issues in deciding what costs to count, and how to count them. But these dilemmas are equally strong with respect to what benefits to count and how to count them, some of which expose ethically (...) untenable assumptions about such widely-used clinical criteria as survival rates. One of the advantages of systematic cost-effectiveness analysis is that it exposes these hidden assumptions, and requires explicit judgements to be made about which ethical position is appropriate in a particular policy context. This should have the important incidental benefit of improving the accountability of policy-makers to the community they are serving. (shrink)

This paper proposes that human expression of pain in the presence or absence of caregivers, and the detection of pain by observers, arises from evolved propensities. The function of pain is to demand attention and prioritise escape, recovery, and healing; where others can help achieve these goals, effective communication of pain is required. Evidence is reviewed of a distinct and specific facial expression of pain from infancy to old age, consistent across stimuli, and recognizable as pain by observers. Voluntary control (...) over amplitude is incomplete, and observers can better detect pain that the individual attempts to suppress rather than amplify or simulate. In many clinical and experimental settings, the facial expression of pain is incorporated with verbal and nonverbal vocal activity, posture, and movement in an overall category of pain behaviour. This is assumed by clinicians to be under operant control of social contingencies such as sympathy, caregiving, and practical help; thus, strong facial expression is presumed to constitute an attempt to manipulate these contingencies by amplification of the normal expression. Operant formulations support skepticism about the presence or extent of pain, judgments of malingering, and sometimes the withholding of caregiving and help. To the extent that pain expression is influenced by environmental contingencies, however, could equally plausibly constitute the release of suppression according to evolved contingent propensities that guide behaviour. Pain has been largely neglected in the evolutionary literature and the literature on expression of emotion, but an evolutionary account can generate improved assessment of pain and reactions to it. (shrink)

It is difficult for prioritarians to explain the degree to which justice requires redress for misfortune in a way that avoids imposing unreasonably high costs on more advantaged individuals whilst also economising on intuitionist appeals to judgment. An appeal to hypothetical insurance may be able to solve the problems of cost and judgment more successfully, and can also be defended from critics who claim that resource egalitarianism is best understood to favour the ex post elimination of envy over individual endowments.

This paper examines G. A. Cohen's final criticism of Ronald Dworkin's theory of equality of resources, which targets its treatment of inequalities that arise when some individuals make luckier choices than others make. Rebutting Cohen's argument that such option luck inequalities fail to be just in an unqualified sense, the paper argues that choice does not merely render inequality legitimate but instead can sometimes make inequality just. It also examines the relationship between Cohen's criticism and the conception of equality developed (...) in his earlier influential paper,. (shrink)

The authors conducted a baseline survey of baccalaureate and graduate degree health humanities programs in the United States and Canada. The object of the survey was to formally assess the current state of the field, to gauge what kind of resources individual programs are receiving, and to assess their self-identified needs to become or remain programmatically sustainable, including their views on the potential benefits of program accreditation. A 56-question baseline survey was sent to 111 institutions with baccalaureate programs and 20 (...) institutions with graduate programs. Respondents were asked about three areas: (1) program administration (managing unit, paid director, faculty lines, paid staff, funding sources); (2) educational program (curricular structure, CIP code usage, completion rates); and (3) views on accreditation for the field. A clear majority of respondents agreed that some form of accreditation or consultation service could address resource and sustainability issues. Overall, the survey responses to staffing, curricular structure, and support suggest the need for developing a sustainable infrastructure for health humanities. (shrink)

This paper explores how medical practice ought to be conducted, in the face of scarcity, if our objective is to maximise the benefits of health. After explaining briefly what the cost-per-QALY criterion means, a series of ethical objections to it are considered one by one. The objectors fall into four groups: a. those who reject all collective priority-setting as unethical; b. those who accept the need for collective priority-setting, but believe it is contrary to medical ethics; c. those who accept (...) the need for collective priority-setting, and do not believe that it is contrary to medical ethics, but reject the role of QALYs in it; d. those who accept the need for collective priority-setting in principle, but are unwilling to specify how it should be done in practice. -/- The purpose of this discussion paper is to give each group a hard time! (shrink)

This book attempts to resolve some of the oldest and most bitter controversies between the Eastern and Western Christian churches: those concerning the doctrine of God, the nature of salvation, and theological method, all of which converge in the doctrine of deification. Deification was the dominant patristic model of salvation and remained the essential paradigm in the East but was thought to have disappeared from Western theology by the Middle Ages. A. N. Williams examines two key thinkers, each of whom (...) is championed as the authentic spokesman of his own tradition and reviled by the other side. Taking Thomas Aquinas as representative of the West and Gregory Palamas for the East, she presents fresh readings of their work that both reinterpret each thinker and show an area of commonality between them much greater than has previously been acknowledged. (shrink)

This article describes the influence of under-acknowledged assumptions about property rights, akin to those more frequently associated with John Rawls' foremost libertarian critic, Robert Nozick, on the debate concerning liberty and equality. It shows that Nozick's challenge to egalitarians has played an important role in Ronald Dworkin's alternative statement of liberal egalitarianism and indirectly influenced later non-Rawlsian egalitarianisms. The article also discusses Rawls's initial formulation of the so-called luck-sharing project.

[Andrew Williams] It is difficult for prioritarians to explain the degree to which justice requires redress for misfortune in a way that avoids imposing unreasonably high costs on more advantaged individuals whilst also economising on intuitionist appeals to judgment. An appeal to hypothetical insurance may be able to solve the problems of cost and judgment more successfully, and can also be defended from critics who claim that resource egalitarianism is best understood to favour the ex post elimination of envy over (...) individual endowments. /// [Michael Otsuka] Inequality is intrinsically bad when and because it is unfair. It follows that the ideal of equality is not necessarily realised by a distribution of resources which is envy-free prior to the resolution of risks against which people have an equal opportunity to insure. Even if the upshot of such an ex ante envyfree distribution is just, it is not necessarily fair. (shrink)

Andrew Williams; Equality for the Ambitious, The Philosophical Quarterly, Volume 52, Issue 208, 1 July 2002, Pages 377–389, https://doi.org/10.1111/1467-9213.00.

The volume consists of two parts, of which the former describes the two central elements of Locke’s account. First, Sreenivasan explains how he understands Locke’s attempt to show that common ownership of natural resources is consistent with the existence of a procedure whereby private ownership rights can be acquired without universal agreement. Solving this consent problem, Locke construes common ownership as involving merely a right to those conditions necessary for self-preservation. He then argues that where non-appropriators are left with enough (...) to achieve subsistence, unilateral appropriation does not violate such a right. Locke’s sufficiency condition ensures this by requiring that the able-bodied must have access to the relevant production or employment opportunities, while the disabled must be capable of subsisting through charity. (shrink)

This chapter contains section titled: I Welfarist and Resourcist Egalitarianism II Resource Egalitarianism and Procreation III Equality of Fortune IV Procreation and the Appeal to Fairness V Internalizing the Effects of Procreation VI Tolerating Externalities Acknowledgement.

Cannabis use in some individuals can meaningfully introduce de novo risk for the initiation of opioid use and development of opioid use disorder. These risks may be particularly high during adolescence when cannabis use may disrupt critical periods of neurodevelopment. Current research studying the combination of genetic and environmental factors involved in substance use disorders is poorly understood. More research is needed, particularly to identify which adolescents are most at risk and to develop effective interventions addressing contributing factors such as (...) trauma and psychiatric comorbidity. (shrink)

John Rawls's famous difference principle is capable of at least four distinct statements, each of which occurs in A Theory of Justice. According to what I shall term the Crude Principle it is a necessary and sufficient condition for the justice of an institutional scheme which expands social and economic inequality that, subject to the satisfaction of more weighty principles, it increases the level of advantage of the least advantaged. Expressing this principle Rawls writes that,Assuming the framework of institutions required (...) by equal liberty and fair equality of opportunity, the higher expectations of those better situated are just if and only if they work as part of a scheme which improves the expectations of the least advantaged members of society. The intuitive idea is that the social order is not to establish and secure the more attractive prospects of those better off unless doing so is to the advantage of those less fortunate. (shrink)

It is difficult for prioritarians to explain the degree to which justice requires redress for misfortune in a way that avoids imposing unreasonably high costs on more advantaged individuals whilst also economising on intuitionist appeals to judgment. An appeal to hypothetical insurance may be able to solve the problems of cost and judgment more successfully, and can also be defended from critics who claim that resource egalitarianism is best understood to favour the ex post elimination of envy over individual endowments.u.

1.1. A major purpose in nationalizing the provision of health care in the UK was to affect its distribution between people, and, in particular, to minimize the impact of willingness and ability to pay upon that distribution. It has never been clear, however, what alternative distribution rule is to apply. There is no shortage of rhetoric about ‘equality’ and ‘need’, but most of it is vacuous, by which I mean it does not lead to any clear operational guidelines about who (...) should get priority and at whose expense. The closest we have got so far to such explicit guidelines has been the formulae which determine the geographical distribution of NHS funds, the driving force behind which is a notion of need based on relative mortality rates and on the demographic structure. The avowed objective is to bring about equal access for equal need irrespective of where in the UK you happen to be. (shrink)

Machine generated contents note: 1. Introduction; 2. Peace; 3. Rule of law; 4. Human rights; 5. Democracy; 6. Liberty; 7. The institutional ethos of the EU; 8. Towards the EU as a just institution; 9. Concluding proposals.

Ambitious targets to reduce greenhouse gas emissions from agriculture have been set by both national governments and their respective livestock sectors. We hypothesize that farmer self-identity influences their assessment of climate change and their willingness to implement measures which address the issue. Perceptions of climate change were determined from 286 beef/sheep farmers and evaluated using principal component analysis. The analysis elicits two components which evaluate identity, and two components which evaluate behavioral capacity to adopt mitigation and adaptation measures. Subsequent Cluster (...) Analyses reveal four farmer types based on the PCA scores. ‘The Productivist’ and ‘The Countryside Steward’ portray low levels of awareness of climate change, but differ in their motivation to adopt pro-environmental behavior. Conversely, both ‘The Environmentalist’ and ‘The Dejected’ score higher in their awareness of the issue. In addition, ‘The Dejected’ holds a high sense of perceived risk; however, their awareness is not conflated with an explicit understanding of agricultural GHG sources. With the exception of ‘The Environmentalist’, there is an evident disconnect between perceptions of agricultural emission sources and their contribution towards GHG emissions amongst all types. If such linkages are not conceptualized, it is unlikely that behavioral capacities will be realized. Effective communication channels which encourage action should target farmers based on the groupings depicted. Therefore, understanding farmer types through the constructs used in this study can facilitate effective and tailored policy development and implementation. (shrink)

ABSTRACTIt is proposed that experts are able to integrate prior contextual knowledge with emergent visual information to make complex predictive judgments about the world around them, often under heightened levels of uncertainty and extreme time constraints. However, limited knowledge exists about the impact of anxiety on the use of such contextual priors when forming our decisions. We provide a novel insight into the combined impact of contextual priors and anxiety on anticipation in soccer. Altogether, 12 expert soccer players were required (...) to predict the actions of an oncoming opponent while viewing life-sized video simulations of 2-versus-2 defensive scenarios. Performance effectiveness and processing efficiency were measured under four conditions: no contextual priors about the action tendencies of the opponent and low anxiety ; no CP and high anxiety ; CP and LA; CP and HA. The provision of contextual priors did not affect processing efficiency, but it improved performance effectiveness... (shrink)

Xenotransplantation is often deemed morally objectionable because of the costs it imposes on the organ donor and the risks it imposes on the recipient. For some, involving human–pig chimeras as donors makes the practice more objectionable or even abhorrent from the start. For others, by contrast, using such chimeras weakens recipient-based objections because it reduces the risk of organ rejection and malfunctioning, and cancels donor-based objections because the practice does not harm chimeras but instead gives them valuable lives they would (...) not otherwise have. The paper examines and eventually rejects the latter defense. It also discusses the additional risks of chimeric xenotourism in countries with less demanding procedural guidelines and reflects on two very different futures for humanity that may emerge from supporting or rejecting chimeric xenotransplantation. (shrink)

We know that microbes contribute to the production of odors that some animals use to communicate, but how common is this phenomenon? Recent studies capitalizing on new molecular technologies are uncovering fascinating associations between microbes and odors of wild animals, but causality is difficult to ascertain. Fundamental questions about the nature of these unique host‐microbe interactions also remain unanswered. For instance, do microbes benefit from signaling associations with hosts? How does microbial community structure influence signal production? How do hosts regulate (...) microbes in order to generate appropriate signals? Here, we review the current state of knowledge on microbially produced signals in animals and discuss key research foci that can advance our understanding of microbial‐based signaling in the animal world. (shrink)

Cost effectiveness. Economics. This is an introduction, accessible to non-economists as well as to economists, to the practice of cost benifit analysis. It begins from a discussion of financial appraisal. The distinguishing features of cost benifit analysis are then introduced progressively. Practical examples are used whenever possible to aid the exposition. Economic theory is introduced only where it is immediately relevant to practice. Nonetheless the approach is firmly grounded in economic principles and considerable space is devoted to those ideas that (...) are central to practical cost benefit analysis - shadow prices, consumers' surplus, and valuation of unmarked goods. The additional needs of economically trained readers are catered for by a number of appendices which relate the ideas expounded in the book to mainstream economic theory. (shrink)

A. N. Williams examines the conception of the intellect in patristic theology from its beginnings in the work of the Apostolic Fathers to Augustine and Cassian in the early fifth century. The patristic notion of intellect emerges from its systematic relations to other components of theology: the relation of human mind to the body and the will; the relation of the human to the divine intellect; of human reason to divine revelation and secular philosophy; and from the use of the (...) intellect in both theological reflection and spiritual contemplation. The patristic conception of that intellect is therefore important for the way it signals the character of early Christian theology as both systematic and contemplative and as such, distinctive in its approach from secular philosophies of its time and modern Christian theology. (shrink)