Since some AI algorithms with high predictive power have impacted human integrity, safety has become a crucial challenge in adopting and deploying AI. Although it is impossible to prevent an algorithm from failing in complex tasks, it is crucial to ensure that it fails safely, especially if it is a critical system. Moreover, due to AI’s unbridled development, it is imperative to minimize the methodological gaps in these systems’ engineering. This paper uses the well-known Box-Jenkins method for statistical modeling as (...) a framework to identify engineering pitfalls in the adjustment and validation of AI models. Step by step, we point out state-of-the-art strategies and good practices to tackle these engineering drawbacks. In the final step, we integrate an internal and external validation scheme that might support an iterative evaluation of the normative, perceived, substantive, social, and environmental safety of all AI systems. (shrink)

We describe the results and implications of a literature review that identifies the number of normative and empirical articles, respectively, that have appeared in Nursing Ethics in each year from 1994 to 2017. The results of our analysis suggest a powerful trend away from normative scholarship and toward empirical investigation within the field of nursing ethics, both overall and comparatively. We argue that there are several important negative consequences of this trend, and we propose some potential solutions to address them.

This book uncovers a logical structure that is common to many, if not all, of the kinds posited by scientific taxonomies. Specification relations, such as those holding between determinates and determinables (determination), are central to this logical investigation of kinds. The species–genus relation is a familiar specification relation for substantival kinds, but this book focuses on adjectival kinds—whose instances are properties—instead. Determination relations are then used to structure kinds at the same level of abstraction into property spaces, which in turn (...) leads to a theory for individuating properties (tropes). These determination relations are contrasted with realization relations, the latter being the favored way of understanding the connection between the mental and the physical. Particular attention is given to the distinction between multiple realizability and multiple determination, and it is argued that determination and realization are mutually exclusive. The claim that multiple realizability entails various senses of autonomy is defended from various reductionist challenges. These theories of determination and realization then provide general standards for establishing the autonomy of the special sciences or, conversely, their reduction. (shrink)

Recently, Doolittle and Inkpen formulated a thought provoking theory, asserting that evolution by natural selection was responsible for the sideways evolution of two radically different kinds of selective units (also called Domains). The former entities, termed singers, correspond to the usual objects studied by evolutionary biologists (gene, genomes, individuals, species, etc.), whereas the later, termed songs, correspond to re‐produced biological and ecosystemic functions, processes, information, and memes. Singers perform songs through selected patterns of interactions, meaning that a wealth of critical (...) phenomena might receive novel evolutionary explanations. However, this theory did not provide an empirical approach to study evolution in such a broadened context. Here, we show that analyzing songs and singers, using patterns of interaction networks as a common ontology for both, offers a novel, actionable, inclusive and mathematical way to analyze not only the re‐production but also the evolution and fitness of biological and ecosystemic interconnected processes. (shrink)

One potentially ethically relevant feature of an utterance is that utterance's influence on the likelihoods that our future discourses wind up with one Stalnakerian ‘common ground’ or body of shared information rather than another. Such likelihoods matter ethically, so the ways our utterances influence them can matter ethically, despite the fact that such influences are often unintended, and often hard to see. By offering a relatively neutral descriptive framework that can enhance our collective sensitivity to and discussion of ethically, socially, (...) and politically important features of language use, this paper contributes to the ethics of language use. It discusses ways in which utterances can influence the likelihoods of future common grounds by deploying one system of categorization rather than another, and argues that language’s effects on the evolution of discourse can affect the paths to and probabilities of different sorts of consensus. (shrink)

Philip Kitcher has proposed a theory of explanation based on the notion of unification. Despite the genuine interest and power of the theory, I argue here that the theory suffers from a fatal deficiency: It is intrinsically unable to account for the asymmetric structure of explanation, and thus ultimately falls prey to a problem similar to the one which beset Hempel's D-N model. I conclude that Kitcher is wrong to claim that one can settle the issue of an argument's explanatory (...) force merely on the basis of considerations about the unifying power of the argument pattern the argument instantiates. (shrink)

This article deals with the concept of infinity in classical American philosophy. It focuses on the philosophical and technical developments of infinity in the 19th Century American thinkers Royce and Peirce.

The view that belief is a dyadic relation between a believer and some other object, e.g., a proposition, appears to receive support from the fact that we can infer ‘There is something that Jones believes' from ordinary belief ascriptions such as ‘Jones believes that the tallest man is wise’. On consideration, however, it turns out that even a crude nonrelational view of belief can accommodate this inference. In order to permit the inference the nonrelationalist must read‘ There is something that (...) Jones believes' as equivalent to‘ Jones has a belief. (shrink)

The primary argument against mereological singularism—the view that definite plural noun phrases like ‘the students’ refer to “set-like entities”—is that it is ultimately incoherent. The most forceful form of this charge is due to Barry Schein, who argues that singularists must accept a certain comprehension principle which entails the existence of things having the contradictory property of being both atomic and non-atomic. The purpose of this paper is to defuse Schein’s argument, by noting three necessary and independently motivated restrictions on (...) the metalinguistic predicates ‘atom’ and ‘non-atom’: both are sort, property, and context-relative. With these restrictions in place, Schein’s problematic assumption becomes evident: his presumed singularist analysis of ‘non-atom’ conflates the metalanguage with the meta-metalanguage, i.e. the language used to talk about the metalanguage. (shrink)

Many expressions intuitively have different epistemic and modal profiles. For example, co-referring proper names are substitutable salva veritate in modal contexts but not in belief-contexts. Two-dimensional semantics, according to which terms have both a so-called primary and a secondary intension, is a framework that promises to accommodate and explain these diverging intuitions. The framework can be applied to indexicals, proper names or predicates. Graeme Forbes argues that the two-dimensional semantics of David Chalmers fails to account for so-called nested contexts. These (...) are linguistic contexts where a sentence is embedded under both epistemic and modal operators. Chalmers and Rabern suggest a two-dimensional solution to the problem. Their semantics solves the nesting-problem, but at the cost of invalidating certain plausible principles. We suggest a solution that is both simpler and avoids this cost. (shrink)

There has recently been a revival of interest in ‘naturalizing’ ethics. A naturalization seeks to vindicate ethical realism — the idea that ethical judgments can be true reflections of a moral reality — without violating the naturalist constraint that science sets the limits of ontology. The recent revival has been prompted by examples of successful scientific reduction (e.g. temperature, water), and by the emergence of new, nonreductive naturalist strategies (e.g. for biological and mental properties). In this paper, I argue against (...) such naturalist approaches to ethics. My argument builds on the traditional one offered by G.E. Moore, namely that a naturalization would fail to respect an existing difference between the meanings of moral and naturalistic terms. I defend this line of argument against the common claim that it cannot block ‘synthetic’ property identities, ones grounded not in meaning equivalences but in empirical discoveries (as in the cases of temperature and water). I then go on to show that the Moorean argument can make trouble even for recent revisionist and nonreductive naturalist approaches. (shrink)

Robin Hendry has recently argued that although the term ‘element’ has traditionally been used in two different senses, there has nonetheless been a continuity of reference. The present article examines this author’s historical and philosophical claims and suggests that he has misdiagnosed the situation in several respects. In particular it is claimed that Hendry’s arguments for the nature of one particular element, oxygen, do not generalize to all elements as he implies. The second main objection is to Hendry’s view that (...) the qua problem can be illuminated by appeal to the intention of scientists.Keywords: Element; Simple substance; Basic substance; Antoine Lavoisier; Dmitri Mendeleev; Reference; Qua problem. (shrink)

The way information and communication technology (ICT) develops can promote or hinder the democratic potential of this critical societal infrastructure. Concerns about the role standards development organizations (SDOs) play in this context predate the “digital age” but are reemerging amid substantial changes in the institutional landscape of standardization. This article explores the increasingly critical link between the institutional design of SDOs and the democratic design of ICT. We review some principles of democracy in terms of the design of technology, apply (...) these to standardization, and discuss the role public policy may play here, while distinguishing between input and output legitimacy. (shrink)

This paper proposes and employs a framework for determining whether life-saving treatment at birth is in the best interests of extremely preterm infants, given uncertainty about the outcome of such a choice. It argues that given relevant data and plausible assumptions about the well-being of babies with various outcomes, it is typically in the best interests of even the youngest preterm infants—those born at 22 weeks gestational age—to receive life-saving treatment at birth.

Avons-nous une bioéthique véritablement canadienne – et pas seulement une pratique de la bioéthique au Canada? Cette question, et le présent article, portent sur le lien entre la bioéthique et les expériences réelles des Canadiens en matière de soins de santé, de recherche et de santé publique. En l’abordant, je m’inspire du pragmatisme philosophique qui souligne l’importance de l’expérience quotidienne comme point de départ de l’éthique, et de l’épanouissement humain comme objectif de l’éthique. À travers cette optique, un idéal bioéthique (...) canadien est un idéal qui s’enracine dans les expériences vécues par les Canadiens ; il reflète l’idéal d’épanouissement projeté par les individus canadiens, y compris leurs opinions sur leurs communautés politiques. Toutefois, il n’est pas certain qu’une bioéthique canadienne à part entière ait pris forme, étant donné l’uniformisation croissante des recherches dans le monde entier, qui crée des attentes quant aux types de problèmes moraux qui méritent d’être étudiés et aux types de solutions à adopter. Dans un esprit de réflexion sur cette question, j’aborde les aspects de la société canadienne qui pourraient façonner le développement d’une bioéthique canadienne : (a) l’existence de récits politiques canadiens concurrents, (b) le caractère distinct des systèmes de santé et des expériences en matière de soins de santé au Canada, (c) l’engagement des Canadiens envers certaines valeurs et aspirations, (d) les aspects institutionnels et procéduraux de la sphère publique canadienne, (e) les défis posés par l’uniformisation croissante de l’enseignement dans les différents contextes géographiques et nationaux, et (f) les obstacles pratiques au développement d’une bioéthique canadienne. Ces défis auxquels la bioéthique canadienne fait face sont probablement pertinents à l’échelle internationale pour tous les contextes dans lesquels des problèmes moraux d’origine sociale sont discutés et des solutions envisagées. (shrink)

I endeavor to explore Farber’s work leading into the Foundation in order to construct an understanding both of his idiosyncratic interpretation of Husserl, and of what lead to Farber’s break with phenomenology. A great irony of Farber’s career may turn out to be that a scholar so deeply bothered by presuppositions and so committed a methodological pluralist may have discarded phenomenology because of his own philosophical commitments, a fact noted by Farber’s former student, Sang-Ki Kim. In an essay in Farber’s (...) memory, Kim questions whether Farber himself was subject to the limitations and prejudices inherent in his commitments to scientific Marxism and naturalism. Farber’s pervasive interests in naturalism are likely influenced, in part, by consideration for the cancer research of his brother, Sidney. This work will first examine Farber’s attitudes towards metaphysics and naturalism. Second, it will turn to an examination of his interests in logic – which largely prompted his interests in phenomenology. Farber’s methodological pluralism is driven in part by his understanding of logic and in part his other interests. Further disagreements with Husserl will be reappraised in the concluding section of the essay. (shrink)

Trois objections au moins peuvent remettre en question la vocation de l’homme à la liberté. En premier lieu, l’indépendance à l’égard des déterminations extérieures, que suppose la liberté, ne semble-t-elle pas conduire à l’indifférence et à l’incapacité de choisir? En outre à supposer même que l’autodétermination soit possible dans la ressaisie pure de soi, comment, en second lieu, comprendre l’effectivité de ma résolution? Son inscription dans l’extériorité risque en effet d’en condamner la pureté. Enfin, la pensée de la liberté ne (...) repose-t-elle pas sur une expérience nécessairement pré-compréhensive et donc potentiellement illusoire? Or, c’est précisément parce qu’elle surmonte cette triple difficulté que la philosophie bergsonienne peut apparaître, par le renouvellement du sens qu’elle accorde à la liberté, comme une authentique doctrine de la libération. (shrink)

The many kinds of naturalism fall into two main types. Dogmatic naturalists define naturalness using some rule. Progressive naturalists define naturalness in terms of a research program. This research program, illustrated by the sciences, progressively defines things ever more precisely using mathematics. Most traditional religious concepts fail to be natural on any type of naturalism. But progressive naturalists are open to naturalistic revisions of traditional concepts. They do not tie religion to the past, but welcome novel religious and spiritual naturalisms.

In this paper I call attention to Adam Smith’s 'Considerations Concerning the First Formation of Languages' in order to facilitate understanding Adam Smith from a Darwinian perspective. By ‘Darwinian’ I mean a position that explains differential selection over time through natural mechanisms. First, I argue that right near the start of Wealth of Nations Smith signals that human nature has probably evolved over a very long amount of time. Second, I connect this evidence with an infamous passage on infanticide in (...) The Theory of Moral Sentiments in order to argue that Smith is committed to group selection. Third, I argue that in Dissertation on Languages one can find building blocks for the claim that mind and language co-develop over time. More controversially I claim that in TMS there is a distinction between natural sentiments and moral sentiments. Natural sentiments are evolved (presumably through cultural selection) and moral sentiments are developed (through acculturation within society). Along the way, I argue that this distinction would have improved Darwin’s Descent of Man by blocking a move toward eugenics. (shrink)

Discussions of reproducibility are casting doubts on the credibility of experimental outcomes in the life sciences. Although experimental evolution is not typically included in these discussions, this field is also subject to low reproducibility, partly because of the inherent contingencies affecting the evolutionary process. A received view in experimental studies more generally is that standardization (i.e., rigorous homogenization of experimental conditions) is a solution to some issues of significance and internal validity. However, this solution hides several difficulties, including a reduction (...) of external validity and reproducibility. After explaining the meaning of these two notions in the context of experimental evolution, we import from the fields of animal research and ecology and suggests that systematic heterogenization of experimental factors could prove a promising alternative. We also incorporate into our analysis some philosophical reflections on the nature and diversity of research objectives in experimental evolution. (shrink)

Leviathan-Toth, Ernesto Neto’s anti/counter-installation which could be seen hanging from the vaults of the Panthéon in autumn 2006 does not seek to exploit this national memorial as a space in which to stand as an exhibition. It responds to all of its surrounding factors – physical, aesthetic, political, and metaphysical, to attack the representative art whose constitutive-constitutional role in the republic, according to Hobbes, can be seen in Leviathan’s frontispiece. Setting up a sort of Critique et Clinique of Representation in (...) all senses of the term beginning with the short-circuit between politics and aesthetics, Neto’s operation sets its sights on the expansive dis-organisation of the multitude living under the « democratic » regime of contractual representation of which the Panthéon is the temple. It provides a body for the rhizomatic-bioenergetic perversion of the Image of the State-Machine, of the Form-State, by projecting a new infra and supra-organic type of reality which draws its « energy » from the forces of the multitudo dissoluta whose radical and vital recomposition it advocates. This work or non-work, derived from a Brazilian political-aesthetic constructivism which is undergoing redefinition, can now only take place in the context of a practice of displacement which incorporates and is constituted of the spectator-participant. (shrink)

To the Editor: Daniel Callahan is correct when, in “Rationing: Theory, Politics, and Passions”, he tells us that the combination of ever-rising medical costs and ever-increasing demand for expensive resources by physicians and their patients will—in the absence of any workable, generally acceptable mode of official rationing—lead to covert rationing. Or, more precisely, it will encourage us to extend the covert rationing that already exists, where those with more get more. As things stand now, this is unavoidable. However..

Two papers on global morality and ethics—by David Loye and Solomon H. Katz—are hereby placed into an evolutionary context. Simply stated though no less true, ethical evolution will likely be the next great evolutionary leap forward into the future—if humankind is to have a future.

The paper addresses the question whether ‘self-mediated risk’ – risk whose coming-to-fruition depends on future volitional conduct by the actor himself – bears on the wrongfulness of an actor's present conduct. Moral philosophers have long been divided on this question. ‘Actualists’ take the view that an actor's present moral obligations do, in fact, depend on what he or she actually is likely to do in the future. In contrast, ‘possibilists’ take the view that an actor's present obligations depend only on (...) what he or she will have the capacity to do in the future. This paper argues that actualism better captures the morality that underlies the criminal law. The paper also explores actualism's implications for criminal law. Among these is the implication that the locus of moral fault in criminal cases sometimes is temporally removed from the conduct that triggers the assignment of blame. (shrink)