This paper proposes a two-level modeling perspective which combines intrinsic 'betterness' and reason-based extrinsic preference, and develops its static and dynamic logic in tandem. Our technical results extend, integrate, and re-interpret earlier theorems on preference representation and update in the literature on preference change.

We report on five experiments investigating response choices and response times to simple science questions that evoke student “misconceptions,” and we construct a simple model to explain the patterns of response choices. Physics students were asked to compare a physical quantity represented by the slope, such as speed, on simple physics graphs. We found that response times of incorrect answers, resulting from comparing heights, were faster than response times of correct answers comparing slopes. This result alone might be explained by (...) the fact that height was typically processed faster than slope for this kind of task, which we confirmed in a separate experiment. However, we hypothesize that the difference in response time is an indicator of the cause of the response choice. To support this, we found that imposing a 3-s delay in responding increased the number of students comparing slopes on the task. Additionally a significant proportion of students recognized the correct written rule , but on the graph task they incorrectly compared heights. Finally, training either with repetitive examples or providing a general rule both improved scores, but only repetitive examples had a large effect on response times, thus providing evidence of dual paths or processes to a solution. Considering models of heuristics, information accumulation models, and models relevant to the Stroop effect, we construct a simple relative processing time model that could be viewed as a kind of fluency heuristic. The results suggest that misconception-like patterns of answers to some science questions commonly found on tests may be explained in part by automatic processes that involve the relative processing time of considered dimensions and a priority to answer quickly. (shrink)

Strong dispositional monism, the position that all fundamental physical properties consist in dispositional relations to other properties, is naturally construed as property structuralism. J. Lowe’s circularity/regress objection constitutes a serious challenge to SDM that questions the possibility of a purely relational determination of all property essences. The supervenience thesis of A. Bird’s graph-theoretic asymmetry reply to CRO can be rigorously proved. Yet the reply fails metaphysically, because it reveals neither a metaphysical determination of identities on a purely relational basis (...) nor a determination specifically of identities in the sense of essences. Asymmetry is thus not by itself sufficient for a solution to CRO. But it cannot even help to answer CRO when a model for the determination of essences is taken as a basis. Nor is asymmetry necessary for a reply, as property structures may well be symmetric. A metaphysics of dispositional properties as grounded in a purely relational structure faces serious obstacles, and the properties would not be fundamental. Since essence and grounding are notions of metaphysical priority, there can be no essentially dispositional metaphysically fundamental properties, and the prospects of a “coherentist” metaphysics of basic properties are dim. A modal retreat that refrains from a post-modal conception of essence and simply claims that fundamental properties play dispositional roles by metaphysical necessity is unsatisfactory. (shrink)

Molinists hold that there are contingently true counterfactuals about what agents would do if put in specific circumstances, that God knows these prior to creation, and that God uses this knowledge in choosing how to create. In this essay we critique Molinism, arguing that if these theses were true, agents would not be free. Consider Eve’s sinning upon being tempted by a serpent. We argue that if Molinism is true, then there is some set of facts that fully explains both (...) Eve’s action and everything else Eve does that influences that action; and that if this is the case, Eve does not act freely. The first premise of this argument follows from the explanatory relations the Molinist is committed to, and the second premise follows from libertarian intuitions about free will. (shrink)

Ecological economics is an interdisciplinary science that is primarily concerned with developing interventions to achieve sustainable ecological and economic systems. While ecological economists have, over the last few decades, made various empirical, theoretical, and conceptual advancements, there is one concept in particular that remains subject to confusion: critical natural capital. While critical natural capital denotes parts of the environment that are essential for the continued existence of our species, the meaning of terms commonly associated with this concept, such as ‘non-substitutable’ (...) and ‘impossible to substitute,’ require a clearer formulation then they tend to receive. With the help of equations and graphs, this article develops new definite account of critical natural capital that makes explicit what it means for objective environmental conditions to be essential for continued existence. The second main part of this article turns to the question of formally modeling the priority of conserving critical natural capital. While some ecological economists have maintained that, beyond a certain threshold, critical natural capital possesses absolute infinite value, absolute infinite utility models encounter significant problems. This article shows that a relative infinite utility model provides a better way to model the priority of conserving critical natural capital. (shrink)

Levels-of-reality talk is common among practicing scientists and philosophers of science, yet such talk of levels has been criticized by Jaegwon Kim, Amie Thomasson, and Angela Potochnik, which I analyze into three objections of increasing strength. The first requires abandoning only some of the wilder claims about levels, while the second prunes off many biological uses, and the third poses serious challenges even for metaphysicians. Metaphysicians who wish to save realism about levels must be prepared to make serious revisions. I (...) argue for a novel approach which carves up levels using a neo-Aristotelian answer to the question of fundamental mereology which takes substances as the tiles of the world and uses metaphysical priority aconformities these generate in the mereological graph to identify levels. This emergentist account of levels is more coherent than varieties less connected to mereological structure, and places fewer constraints on that mereological structure than views like van Inwagen’s. While starkly revisionist, it fares better in recovering historical levels discourse than competitors like material atomism and priority monism. Further, the most painful revision is treating much of the biological levels discourse as representation and metaphor, but Potochnik argues that such talk was never a good candidate for metaphysics. (shrink)

This modern, advanced textbook reviews modal logic, a field which caught the attention of computer scientists in the late 1970's.

I argue that the truthmaker theorist should be a priority monist if she wants to avoid commitment to mysterious necessary connections. In section 1 I briefly discuss the ontological options available to the truthmaker theorist. In section 2 I develop the argument against truthmaker theory from the Humean denial of necessary connections. In section 3 I offer an account of when necessary connections are objectionable. In section 4 I use this criterion to narrow down the options from section 1. (...) In section 5 I argue that the account leads us to priority monism. (shrink)

Here we challenge the orthodoxy according to which abduction is an a posteriori mode of inference. We start by providing a case study illustrating how abduction can justify a philosophical claim not justifiable by empirical evidence alone. While many grant abduction's epistemic value, nearly all assume that abductive justification is a posteriori, on grounds that our belief in abduction's epistemic value depends on empirical evidence about how the world contingently is. Contra this assumption, we argue, first, that our belief in (...) abduction’s epistemic value is not and could not be justified a posteriori, and second, that attention to the roles experience plays in abductive justification supports taking abduction to be an a priori mode of inference. We close by highlighting how our strategy for establishing the a priority of abduction positively contrasts with strategies in Bonjour (1998), Swinburne (2001), and Peacocke (2004) aiming to establish the a priority of certain ampliative modes of inference or abductive principles. (shrink)

This article provides a systematic analysis of the proposal to use Covid‐19 vaccination status as a criterion for admission of patients with Covid‐19 to intensive care units (ICUs) under conditions of resource scarcity. The general consensus is that it is inappropriate to use vaccination status as a criterion because doing so would be unjust; many health systems, including the UK National Health Service, are based on the principle of equality of access to care. However, the analysis reveals that there are (...) several unique features of Covid vaccination status in the context of a pandemic that make this issue disanalogous to cases (such as lung cancer caused by smoking) discussed previously. First, there is equality in access to care at the point of vaccination; the unvaccinated refuse the offer of preventive care when they decline vaccination, weakening their claim to ongoing care if they become ill (this is qualitatively different from ‘poor lifestyle choices’ such as smoking). Second, the decision of one person to refuse vaccination substantially increases the risk that they will become seriously ill and need ICU care; the person who chooses not to get vaccinated thus potentially increases the pressure on intensive care bed provision, as well as increasing the risk that he or she will infect others who in turn might end up needing ICU care. Third, justice cuts both ways, and giving unvaccinated patients equal priority may itself be unjust when other patients have reduced their risk of ending up on the ICU by getting vaccinated. (shrink)

ABSTRACT:While tone at the top is widely regarded as an important predictor of ethical behavior in organizations, we argue that recent research overlooks the various conflicting ethical tones present in many multi-organizational work settings. Further, we propose that the resolution processes promulgated in many firms and professional associations to reconcile this conflict reinforce the tone at the bottom or a tone at the top of the employee’s organization, and that both of these approaches can conflict with the tone at the (...) top of other important organizations such as professional and regulatory organizations. Here we adapt Integrative Social Contract Theory’s priority rules to propose a multi-tone reconciliation process which prioritizes conflicting ethical tones based upon features of the organization and the effects on society. Using three contextualizations, we demonstrate the effectiveness of the multi-tone reconciliation process over current processes. We conclude with recommendations for future research and implications for practice. (shrink)

:Both egalitarianism and prioritarianism give value to equality. Prioritarianism has an additively separable value function whereas egalitarianism does not. I show that in some cases prioritarianism and egalitarianism necessarily have different implications: I describe two alternatives G and H such that egalitarianism necessarily implies G is better than H whereas prioritarianism necessarily implies G and H are equally good. I also raise a doubt about the intelligibility of prioritarianism.

Much contemporary philosophy of emotion has been in broad agreement about the claim that emotional experiences have evaluative content. This paper assesses a relatively neglected alternative, which I call the content-priority view, according to which emotions are responses to a form of pre-emotional value awareness, as what we are aware of in having certain non-emotional evaluative states which are temporally prior to emotion. I argue that the central motivations of the view require a personal level conscious state of pre-emotional (...) value awareness. However, consideration of extant suggestions for the relevant type of evaluative state shows them all to be problematic. As such, I conclude that at present we do not have a persuasive formulation of the content-priority view, and that to get one defenders of the view need to specify which version they are committed to and defend it against the criticisms raised. (shrink)

I explore some of the ways that assumptions about the nature of substance shape metaphysical debates about the structure of Reality. Assumptions about the priority of substance play a role in an argument for monism, are embedded in certain pluralist metaphysical treatments of laws of nature, and are central to discussions of substantivalism and relationalism. I will then argue that we should reject such assumptions and collapse the categorical distinction between substance and property.

In this article I analyse and discuss guidelines for priority setting in crisis management at a regional level in Sweden. The guidelines concern three types of crises: pandemics, large losses of electric power and interruptions in water supply. Pandemics are typical public health issues. Large losses of electric power and interruptions in water supply are in themselves not, but may have serious public health consequences. These guidelines are compared with guidelines for priority setting in health care. This is (...) done because of the central position of health care in the management of many different types of crises. The comparison shows clear differences. In the analysis, I use a distinction between substantive principles of priority setting and process-oriented principles. Regarding substantive principles, I have found that the guidelines point in different directions. This seems acceptable, however, since they focus on different problems. Moreover, it seems possible to integrate the various context-dependent principles by relating them to higher order principles. Regarding process-oriented principles, I have found that how and to what extent these principles are applied in the guidelines vary. If we want to apply these principles in a more satisfying way, this would require a more systematic approach. (shrink)

This chapter is a work in applied metaphysics. Recent discussions of monism and metaphysical dependence are deployed to develop a view—the doctrine of divine priority (DDP)—that is a viable alternative to the doctrine of divine simplicity (DDS). DDS and the traditional motivation for it are discussed, then DDP is introduced by way of an analogy involving Jonathan Schaffer’s distinction between two forms of monism. It is argued that DDP is an alternative to DDS by showing that it is consistent (...) with the traditional motivation for the latter view, and argued that DDP is a viable alternative by showing that objections to its peculiar implications rest on assumptions that can reasonably be rejected. In the concluding section, the findings of the main discussion are summarized and DDP’s potential theological import is illustrated with a brief discussion of a possible solution to the Problem of the Trinity it affords. (shrink)

Rawls offers three arguments for the priority of liberty in Theory, two of which share a common error: the belief that once we have shown the instrumental value of the basic liberties for some essential purpose (e.g., securing self-respect), we have automatically shown the reason for their lexical priority. The third argument, however, does not share this error and can be reconstructed along Kantian lines: beginning with the Kantian conception of autonomy endorsed by Rawls in section 40 of (...) Theory, we can explain our highest-order interest in rationality, justify the lexical priority of all basic liberties, and reinterpret Rawls’ threshold condition for the application of the priority of liberty. Perhaps unsurprisingly, this Kantian reconstruction will not work within the radically different framework of Political Liberalism. (shrink)

This article discusses a case in this issue of The Journal of Clinical Ethics by McCrary and colleagues, “Elective Delivery Before 39 Weeks’ Gestation Reconciling Maternal, Fetal, and Family Circumstances,” in which parents asked the medical team to deliver their fetus “early.” The author discusses (1) the importance that parents have to a child when they are able to love the child, and how important it is for decision makers to consider this; (2) exceptional approaches that may enable parents to (...) “change their minds”; and (3) substantive and procedural innovations that may help to prevent clinicians’ views from playing too big a role and/or being arbitrary. The author concludes by describing how he felt when reading the case and uses this to illustrate how clinicians may benefit by assessing their feelings. (shrink)

Consider a circle and a pair of its semicircles. Which is prior, the whole or its parts? Are the semicircles dependent abstractions from their whole, or is the circle a derivative construction from its parts? Now in place of the circle consider the entire cosmos (the ultimate concrete whole), and in place of the pair of semicircles consider the myriad particles (the ultimate concrete parts). Which if either is ultimately prior, the one ultimate whole or its many ultimate parts?

In this analysis we discuss the change in criteria for triage of patients during three different phases of a pandemic like COVID-19, seen from the critical care point of view. Availability of critical care beds has become a hot topic, and in many countries, we have seen a huge increase in the provision of temporary intensive care bed capacity. However, there is a limit where the hospitals may run out of resources to provide critical care, which is heavily dependent on (...) trained staff, just-in-time supply chains for clinical consumables and drugs and advanced equipment. In the first phase, we can still do clinical prioritisation and decision-making as usual, based on the need for intensive care and prognostication: what are the odds for a good result with regard to survival and quality of life. In the next, the resources are mostly available, but the system is stressed by many patients arriving over a short time period and auxiliary beds in different places in the hospital being used. We may have to abandon admittance of patients with doubtful prognosis. In the last phase, usual medical triage and priority setting may not be sufficient to decrease inflow and there may not be enough intensive care unit beds available. In this phase different criteria must be applied using a utilitarian approach for triage. We argue that this is an important transition where society, and not physicians, must provide guidance to support triage that is no longer based on medical priorities alone. (shrink)

The distribution of scarce healthcare resources is an increasingly important issue due to factors such as expensive ‘high tech’ medicine, longer life expectancies and the rising prevalence of chronic illness. Furthermore, in the current healthcare context lifestyle-related factors such as high blood pressure, tobacco use and obesity are believed to contribute significantly to the global burden of disease. As such, this paper focuses on an ongoing debate in the academic literature regarding the role of responsibility for illness in healthcare resource (...) allocation: should patients with self-caused illness receive lower priority in access to healthcare resources? This paper critically describes the lower priority debate's 12 key arguments and maps out their relationships. This analysis reveals that most arguments have been refuted and that the debate has stalled and remains unresolved. In conclusion, we suggest progression could be achieved by inviting multidisciplinary input from a range of stakeholders for the development of evidence-based critical evaluations of existing arguments and the development of novel arguments, including the outstanding rebuttals. (shrink)

Davidson has argued that the phenomenon of malapropism shows that languages thought of as social entities cannot be prior in the account of communication. This may be taken to imply that Dummett's belief, that language is prior in the account of thought, cannot be retained. This paper criticises the argument that takes Davidson from malapropism to the denial of the priority of language in the account of communication. It argues, against Davidson, that the distinction between word meaning and what (...) speakers mean by words, used by Davidson to account for metaphor, suffices to account for malapropism. The reasons for the failure of Davidson's argument are used to throw light on what is meant by the priority of language over thought, and to argue that the priority thesis is ambiguous. (shrink)

This article has two goals: a historical and a speculative one. The historical goal is to offer a coherent account of Spinoza’s view on mereological composition. The speculative goal is to show that Spinoza’s substance monism is distinct from versions of monism that are currently defended in metaphysics and that it deserves the attention of contemporary metaphysicians. Regarding the second goal, two versions of monism are currently defended and discussed in contemporary metaphysics: existence monism according to which there actually exists (...) exactly one concrete entity; and priority monism that is famously defended by Jonathan Schaffer and according to which there exists exactly one fundamental concrete being, the cosmos, and several derivative concrete beings that are the parts of the cosmos. In this article, I argue that substance monism is neither an existence nor a priority monism because, while Spinoza’s monist is committed to the existence of a unique fundamental individual—the substance—and to the existence of several derivative individuals—the bodies or modes of extension—, Spinoza denies that the substance is mereologically complex. Regarding the first goal, the paper solves several interpretative puzzles by arguing that Spinoza distinguishes between three kinds of composition and that his talk of composition between the substance and its modes is by his own light not to be interpreted as literally true. (shrink)

Compound figures are a rich, and under-explored area for tackling fundamental issues in philosophy of language. This paper explores new ideas about how to explain some features of such figures. We start with an observation from Stern that in ironic-metaphor, metaphor is logically prior to irony in the structure of what is communicated. Call this thesis Logical-MPT. We argue that a speech-act-based explanation of Logical-MPT is to be preferred to a content-based explanation. To create this explanation we draw on Barker’s (...) expressivist speech-act theory, in which speech-acts build on other speech-acts to achieve the desired communicative effects. In particular, we show how Barker’s general ideas explain metaphor as an assertive-act, and irony as a ridiculing-act. We use Barker’s notion of proto-illocutionary-acts to show how metaphorical-acts and ironic-acts can build one on the other. Finally, we show that while an ironic-act can build on a metaphorical-act, a metaphorical-act cannot build on an ironic-act. This restriction on how they can be composed establishes Logical-MPT via a different route. (shrink)

Priority Theory is an increasingly popular view in metaphysics. By seeing metaphysical questions as primarily concerned with what explains what, instead of merely what exists, it promises not only an interesting approach to traditional metaphysical issues but also the resolution of some outstanding disputes. In a recent paper, Louis deRosset argues that Priority Theory isn’t up to the task: Priority Theory is committed to there being explanations that violate a formal constraint on any adequate explanation. This paper (...) critically examines deRosset’s challenge to Priority Theory. We argue that deRosset’s challenge ultimately fails: his proposed constraint on explanation is neither well-motivated nor a general constraint. Nonetheless, lurking behind his criticism is a deep problem for prominent ways of developing Priority Theory, a problem which we develop. (shrink)

Cleary discusses the origin, development, and use of the many senses of priority as a central thesis in Aristotle’s metaphysics. Cleary contends that one of the most revealing problems for the ambiguity of Aristotle’s relationship to Platonism is that of the ontological status of mathematical objects. In support of his claim, Cleary analyzes a curious passage from Aristotle’s _Topics, _where he appears to accept a schema of priorities that makes mathematical entities more substantial than sensible things. How does Aristotle (...) try to reconcile the ordering of things dictated by sciences like mathematics and dialectic with the ordering of sense experience upon which his own physics and metaphysics are based? To find the answer, Cleary reviews three different outlines of the many senses of priority given by Aristotle himself and found in _Categories _12-13, _Metaphysics _Delta 11, and _Metaphysics _Theta 8. Cleary suggests there is an implicit hierarchy for Aristotle that leads him to posit the Prime Mover at its apex as complete actuality and, therefore, as the focus for the concept of priority. Having reviewed Aristotle’s treatment of the many uses of priority, Cleary demonstrates how the concept is used in some typical arguments by Aristotle for his mature metaphysical positions. (shrink)

Health systems that provide for universal patient access through a scheme of prepayments—whether through taxes, social insurance, or a combination of the two—need to make decisions on the scope of coverage that they secure. Such decisions are inherently controversial, implying, as they do, that some patients will receive less than comprehensive health care, or less than complete protection from the financial consequences of ill-heath, even when there is a clinically effective therapy to which they might have access.Controversial decisions of this (...) sort call for a public justification for covering or not covering a given treatment. Priority-setting agencies play a key role in providing such a justification. A recent... (shrink)

This article explores the cooperation of government and the private sector to tackle the ethical dimension of artificial intelligence. The argument draws on the institutionalist approach in philosophy and business ethics defending a ‘division of moral labor’ between governments and the private sector. The goal and main contribution of this article is to explain how this approach can provide ethical guidelines to the AI industry and to highlight the limits of self-regulation. In what follows, I discuss three institutionalist claims. First, (...) principles of AI ethics should be validated through legitimate democratic processes. Second, compliance with these principles should be secured in a stable way. Third, their implementation in practice should be as efficient as possible. If we accept these claims, there are good reasons to conclude that, in many cases, governments implementing hard regulation are in principle the best instruments to secure an ethical development of AI systems. Where adequate regulation exists, firms should respect the law. But when regulation does not yet exist, helping governments build adequate regulation should be businesses’ ethical priority, not self-regulation. (shrink)

Thomas Reid distinguished between natural and artificial language and argued that natural language has a very specific sort of priority over artificial language. This paper critically interprets Reid's discussion, extracts a Reidian explanatory argument for the priority of natural language, and places Reid's thought in the broad tradition of Cartesian linguistics.

In a provocative 1991 paper, Alvin Moss and Mark Siegler argued that it may be fair to give individuals with alcohol-related end-stage liver disease lower priority for a liver transplant than those who develop end-stage liver disease from other factors. Like other organs, there is a substantial gap between the available livers for transplantation and the number of people who need liver transplants. Yet, unlike those with end-stage renal disease, who can survive for some time on dialysis before receiving (...) a kidney transplant, those with liver failure will die without a liver transplant. (shrink)

BackgroundViral pandemics present a range of ethical challenges for policy makers, not the least among which are difficult decisions about how to allocate scarce healthcare resources. One important question is whether healthcare workers should receive priority access to a vaccine in the event that an effective vaccine becomes available. This question is especially relevant in the coronavirus pandemic with governments and health authorities currently facing questions of distribution of COVID-19 vaccines.Main textIn this article, we critically evaluate the most common (...) ethical arguments for granting healthcare workers priority access to a vaccine. We review the existing literature on this topic, and analyse both deontological and utilitarian arguments in favour of HCW prioritisation. For illustrative purposes, we focus in particular on the distribution of a COVID-19 vaccine. We also explore some practical complexities attendant on arguments in favour of HCW prioritisation.ConclusionsWe argue that there are deontological and utilitarian cases for prioritising HCWs. Indeed, the widely held view that we should prioritise HCWs represents an example of ethical convergence. Complexities arise, however, when considering who should be included in the category of HCW, and who else should receive priority in addition to HCWs. (shrink)

:This paper questions the distinction between egalitarianism and prioritarianism, arguing that it is important to separate the reasons for particular social preferences from the contents of these preferences, that it is possible to like equality and separability simultaneously, and that some egalitarians and prioritarians may therefore share the same social preferences. The case of risky prospects, for which Broome has proposed an interesting example meant to show that egalitarians and prioritarians cannot share the same preferences, is scrutinized. The levelling down (...) objection is also examined. (shrink)

In decisions about inclusion (or exclusion) of health care services in the benefit package, different interpretations of notions like health, health risk, disease, quality of life or necessary care often remain implicit. Yet they can lead to different benefit package decisions. After a brief discussion of these concepts in definitions of the goals of medicine, the various value-judgements implicit in interpretations of key notions in health care are analysed and conclusions are drawn with regard to the composition of decision making (...) bodies at various levels. It is further argued that such a body needs to discuss the various interpretations of key-notions explicitly in the various phases of a priority-setting procedure so that more consistent choices can be made in health care priority setting. (shrink)

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.

An intentional fallacy is committed when one sets the goal of getting to the author’s intention. In this paper, I restore authorial authority, through proposing a situational hermeneutic. It obligates, when engaging with a text, stepping into the author’s shoes. Instead of focusing only on the ideas of the author, I emphasise the importance of knowing how the text relates to the author’s world through identifying the referents. This priority of reference over meaning resonates with Chad Hansen’s black-box analogy (...) in contravention of Eurocentrism, which focuses on the mentality of the author. I develop an externalism from his apparent linguistic behaviourism, by bringing out the mental element, referential intention, in my pragmatic theory. I will argue for the importance of knowledge of situation of the author in doing hermeneutics, with the Daodejing as an example. (shrink)

User modeling is a key topic in many applications, mainly social networks and information retrieval systems. To assess the effectiveness of a user modeling approach, its capability to classify personal characteristics (e.g., the gender, age, or consumption grade of the users) is evaluated. Due to the fact that some of the attributes to predict are multiclass (e.g., age usually encompasses multiple ranges), assessing fairness in user modeling becomes a challenge since most of the related metrics work with binary attributes. As (...) a workaround, the original multiclass attributes are usually binarized to meet standard fairness metrics definitions where both the target class and sensitive attribute (such as gender or age) are binary. However, this alters the original conditions, and fairness is evaluated on classes that differ from those used in the classification. In this article, we extend the definitions of four existing fairness metrics (related to disparate impact and disparate mistreatment) from binary to multiclass scenarios, considering different settings where either the target class or the sensitive attribute includes more than two groups. Our work endeavors to bridge the gap between formal definitions and real use cases in bias detection. The results of the experiments, conducted on four real-world datasets by leveraging two state-of-the-art graph neural network-based models for user modeling, show that the proposed generalization of fairness metrics can lead to a more effective and fine-grained comprehension of disadvantaged sensitive groups and, in some cases, to a better analysis of machine learning models originally deemed to be fair. The source code and the preprocessed datasets are available at the following link: https://github.com/erasmopurif/toward-responsible-fairness-analysis. (shrink)

Medical criteria rooted in evidence-based medicine are often seen as a value-neutral ‘trump card’ which puts paid to any further debate about setting priorities for treatment. On this argument, doctors should stop providing treatment at the point when it becomes medically futile, and that is also the threshold at which the health purchaser should stop purchasing. This paper offers three kinds of ethical criteria as a counterweight to analysis based solely on medical criteria. The first set of arguments concerns futility, (...) probability and utility; the second, justice and fairness; the third, consent and competence. The argument is illustrated by two recent case studies about futility and priority-setting: the US example of ‘Baby Ryan’ and the UK case of ‘Child B’. (shrink)