There is prima facie evidence that Theophrastus naturalized nous to the extent that he spoke of it in naturalizing terms. But our evidence also suggests that Theophrastus accepted the reasons Aristotle had for excluding nous from the reach of natural philosophy. We show that, far from revealing an inconsistency on Theophrastus’ part, this apparent tension results from a consciously adopted strategy. Theophrastus is developing one aspect of Aristotle’s account of nous he found underdeveloped and feared might be misunderstood, namely the (...) infrangible organic unity of the whole human being, including its nous. That is why he insists that nous, although ‘from outside,’ is ‘grown together’ with us, why he speaks of it as a nature (phusis), and why he insists that thought is a motion (kinêsis). We show how these striking claims can be understood against the broader background of Theophrastus’ natural philosophy. (shrink)

This book is concerned with Aristotle’s definition of the human capacity for rational thinking (nous) offered in De anima. For Aristotle, nous is the principle, and ultimate explanans, of all the phenomena of human thinking. The book presents an in-depth interpretation of De anima III 4–8 as a single and coherent philosophical argument. More specifically, the book argues for the following views: (i) Rationalism. Humans come to know the world via two fundamentally different cognitive powers: nous and perception. They are (...) fundamentally different cognitive powers because the nature of their corresponding object is fundamentally different; -/- (ii) Essentialism. The human power for thinking is defined as a capacity for directly grasping the essences of everything there is, including itself. It is this very capacity that Aristotle shows to be the principle of all other kinds of human thinking; -/- (iii) Separatism. Human nous is unmixed with the body, has no dedicated bodily organ, and is separable from the body. As a result, it cannot be assimilated to any of the other parts of the soul. While nous belongs to our essence as human beings, it is not part of the natural world; -/- (iv) Embeddedness in the cognitive soul. Human nous is embedded in a cognitive soul. Among other things, this means that the distinctive activity of human nous—thinking—can only take place in the context of a larger set of activities which are common to the body and the soul. (shrink)

The author examines the way in which the code of the hard-boiled detective, as exemplified especially in Dashiell Hammett's novels, is a crude but accurate version of the Kantian ethics of duty, an ethics that is quintessentially modern.

Autonomy -- Hydrodynamics -- Brownian motion -- From Brownian motion to bending beams -- An engineering approach -- The right variables and natural kinds.

Robert Hanna argues for the importance of Kant's theories of the epistemological, metaphysical, and practical foundations of the "exact sciences"--relegated to the dustbin of the history of philosophy for most of the 20th century. In doing so he makes a valuable contribution to one of the most active and fruitful areas in contemporary scholarship on Kant.

This book argues that a conscientiously objecting medical professional should receive an exemption only if the grounds of an objector's refusal are reasonable. It defends a detailed, contextual account of public reasonability suited for healthcare, which builds from the overarching concept of Rawlsian public reason. The author analyzes the main competing positions and maintains that these other views fail precisely due to their systematic inattention to the grounding reasons behind a conscientious objection; he argues that any such view is plausible (...) to the extent that it mimics the 'reason-giving requirement' for conscience objections defended in this work. Only reasonable objections can defeat the prior professional obligation to assign primacy to patient well-being, therefore one who refuses a patient's request for a legally available, medically indicated, and safe service must be able to explain the grounds of their objection in terms understandable to other citizens within the public institutional structure of medicine. The book further offers a novel policy proposal to deploy the Reasonability View: establishing conscientious objector status in medicine. It concludes that the Reasonability View is a viable and attractive position in this debate. A New Theory of Conscientious Objection in Medicine: Justification and Reasonability will be of interest to researchers and advanced students working in bioethics, medical ethics, and philosophy of medicine, as well as thinkers interested in the intersections between law, medical humanities, and philosophy. (shrink)

The first history of American medical ethics published in more than a half century, Before Bioethics tracks the evolution of American medical ethics from colonial midwives and physicians' oaths to current bioethical controversies over abortion, AIDS, animal rights, and physician-assisted suicide.

In lieu of an abstract, here is a brief excerpt of the content:Philosophy and Literature 31.1 (2007) 189-196MuseSearchJournalsThis JournalContents[Access article in PDF]Fiction and Theory of Mind: An ExchangeLisa Zunshine University of KentuckyBrian Boyd's review of my new book, Why We Read Fiction: Theory of Mind and the Novel (Ohio State University Press, 2006) engages a large variety of issues.1 I would like to address an important question about the integration of scientific methodology with literary analysis suggested by Boyd's discussion.2 As (...) I argue below, two different perspectives of this integration may mark two different—indeed, incompatible—ways of formulating the disciplinary goals and philosophy of the new field of cognitive literary theory.Why We Read Fiction makes a case for admitting the recent findings of cognitive psychologists into literary studies by showing how their research into the ability to explain behavior in terms of the underlying states of mind can furnish us with a series of surprising insights into our interaction with literary texts. Using as my case studies novels ranging from Richardson's Clarissa, Dostoyevsky's Crime and Punishment, and Austen's Pride and Prejudice to Woolf's Mrs. Dalloway, Nabokov's Lolita, and Hammett's The Maltese Falcon, I advance and explore a series of hypotheses about cognitive cravings that are satisfied—and created!—when we read fiction.Although my study draws on the already well-established as well as forthcoming work of numerous cognitive scientists (including Simon Baron-Cohen, Clark H. Barrett, Richard Byrne and Andrew Whiten, Leda Cosmides and John Tooby, Christopher Frith, Uta Frith, Paul Bloom, Susan Carey and Elizabeth Spelke, Peter Carruthers, Andy Clark, Antonio Damasio, Daniel Dennett, Alison Gopnik, Francesca Happe, Paul [End Page 189] Harris, Lawrence Hirschfeld, Stanley Klein, Alan Leslie, Andrew Meltzoff, Robert Mitchell, Keith Oatley, Gloria Origgi, Oliver Sacks, Dan Sperber, James Stiller, and Endel Tulving), it makes a point of being accessible to non-specialist readers. Cognitive science can be incredibly complicated and so can literary criticism, but I wanted to write a book on cognitive literary theory that does not scare anybody away with unnecessary jargon, knotty sentences, and overlong quotations. (Ironically, I must have succeeded too well in making my book reader-friendly and tucking my references in the endnotes since Boyd observes that I rely on only "a few findings" of cognitive scientists in my discussion.)The book consists of three parts. The first part, "Attributing Minds," introduces the first key theoretical concept of this book: mind-reading, also known as Theory of Mind. Drawing on the work of Simon Baron-Cohen (Mindblindness: An Essay on Autism and Theory of Mind), I suggest that fiction engages, teases, and pushes to its tentative limits our mind-reading capacity. Building on the recent research of Robin Dunbar and his colleagues, I then consider one particular aspect of Woolf's prose as an example of spectacular literary experimentation with our Theory of Mind. Finally, I turn to Steven Pinker's controversial analysis of Woolf in The Blank Slate to discuss the possibilities of a more profitable dialogue between cognitive science and literary studies.Of particular importance to this part of my argument is my belief that fictional narratives endlessly experiment with rather than automatically execute our evolved cognitive adaptations. When cognitive scientists succeed in isolating a certain regularity of our information-processing—for example, a constraint on the number of mutually reflecting minds that we can process with ease—we can take that constraint and see how it plays itself out in a fictional narrative. What we discover is that where there is a cognitive constraint, there is a "guarantee" of sorts that writers will intuitively experiment in the direction of challenging that constraint, probing and poking it and getting around it. The exact forms of such probing and poking will depend on specific cultural circumstances, including the mind-reading profiles of individual writers and their readers. The cognitive "limits" thus present us with creative openings rather than with a promise of stagnation and endless replication of established forms. This realization marks the possibility of a genuine interaction between cognitive psychology and... (shrink)

Recent debates over adults' theory of mind use have been fueled by surprising failures of perspective-taking in communication, suggesting that perspective-taking may be relatively effortful. Yet adults routinely engage in effortful processes when needed. How, then, should speakers and listeners allocate their resources to achieve successful communication? We begin with the observation that the shared goal of communication induces a natural division of labor: The resources one agent chooses to allocate toward perspective-taking should depend on their expectations about the other's (...) allocation. We formalize this idea in a resource-rational model augmenting recent probabilistic weighting accounts with a mechanism for (costly) control over the degree of perspective-taking. In a series of simulations, we first derive an intermediate degree of perspective weighting as an optimal trade-off between expected costs and benefits of perspective-taking. We then present two behavioral experiments testing novel predictions of our model. In Experiment 1, we manipulated the presence or absence of occlusions in a director–matcher task. We found that speakers spontaneously modulated the informativeness of their descriptions to account for “known unknowns” in their partner's private view, reflecting a higher degree of speaker perspective-taking than previously acknowledged. In Experiment 2, we then compared the scripted utterances used by confederates in prior work with those produced in interactions with unscripted directors. We found that confederates were systematically less informative than listeners would initially expect given the presence of occlusions, but listeners used violations to adaptively make fewer errors over time. Taken together, our work suggests that people are not simply “mindblind”; they use contextually appropriate expectations to navigate the division of labor with their partner. We discuss how a resource-rational framework may provide a more deeply explanatory foundation for understanding flexible perspective-taking under processing constraints. (shrink)

This is an Editorial Note for the special volume of the journal Manuscrito (42: 4) devoted to Aristotle's theory of demonstration and its logical and metaphysical entanglements, which has been organized by me and Breno Zuppolini (as Guest Editors), with papers authored by Benjamin Morison, Owen Goldin, David Bronstein, Michail Peramatzis, Andrea Falcon, Laura Castelli, Paolo Fait, Joseph Karbowski, Adam Crager, Klaus Corcilius, Robert J. Hankinson, Raphael Zillig and Pieter Sjoerd Hasper.

Reflexivity is, roughly, when studying or theorising about a target itself influences that target. Fragility is, roughly, when causal or other relations are hard to predict, holding only intermittently or fleetingly. Which is more important, methodologically? By going systematically through cases that do and do not feature each of them, I conclude that it is fragility that matters, not reflexivity. In this light, I interpret and extend the claims made about reflexivity in a recent paper by Jessica Laimann. I finish (...) by assessing the benefits and costs of a focus on reflexivity. (shrink)

Mesoscale modeling is often considered merely as a practical strategy used when information on lower-scale details is lacking, or when there is a need to make models cognitively or computationally tractable. Without dismissing the importance of practical constraints for modeling choices, we argue that mesoscale models should not just be considered as abbreviations or placeholders for more “complete” models. Because many systems exhibit different behaviors at various spatial and temporal scales, bottom-up approaches are almost always doomed to fail. Mesoscale models (...) capture aspects of multi-scale systems that cannot be parameterized by simple averaging of lower-scale details. To understand the behavior of multi-scale systems, it is essential to identify mesoscale parameters that “code for” lower-scale details in a way that relate phenomena intermediate between microscopic and macroscopic features. We illustrate this point using examples of modeling of multi-scale systems in materials science and biology, where identification of material parameters such as stiffness or strain is a central step. The examples illustrate important aspects of a so-called “middle-out” modeling strategy. Rather than attempting to model the system bottom-up, one starts at intermediate scales where systems exhibit behaviors distinct from those at the atomic and continuum scales. One then seeks to upscale and downscale to gain a more complete understanding of the multi-scale system. The cases highlight how parameterization of lower-scale details not only enables tractable modeling but is also central to understanding functional and organizational features of multi-scale systems. (shrink)

It should be clear that Lyell's scientific contemporaries would hardly have agreed with Robert Munro's remark that Antiquity of Man created a full-fledged discipline. Only later historians have judged the work a synthesis; those closer to the discoveries and events saw it as a compilation — perhaps a “capital compilation,”95 but a compilation none the less. Its heterogeneity made it difficult to judge as a unity, and most reviewers, like Forbes, concentrated on the first part of Lyell's trilogy. The (...) chapters on glaciation were admired by Lyell's friends but had relatively little appeal to more general readers. His discussion of the species question hedged far too much to please those who accepted the cogency of Darwin's evidence and arguments. This last section of the book blatantly lacks originality or commitment and certainly has no claim to classical status in anthropology.We are left, then, with the first twelve chapters, for it was this portion that dictated the book's title and that amassed the available evidence favoring the antiquity of the human species. Did it do anything more than marshall the evidence that others had discovered? I think not. Lyell could write with style and verve. Principles of Geology is a remarkably readable book. But Antiquity is the work of a geologist, not of a systematic student of man. Despite its occasional touches of power, it never captures the freshness and immediacy of Lubbock's Pre-historic Times nor the theoretical brilliance of E. B. Tylor's Researches into the Early History of Mankind (1865).96 Antiquity utilizes little of the comparative method whereby Lyell's contemporaries used data from modern “savagery” to elaborate the possible social functions of the prehistoric remains being uncovered. It contains little social theory and has virtually no integrated framework. Even the first twelve chapters do not really hang together. As Hooker, commenting to Darwin on Lubbock's review, sadly wrote: “Lubbock in [the] N[atural] H[istory] Review, had in a note called attention to Lyell's ... ‘doing injustice’ to Prestwich & Falconer. I modified this expression ‘injustice’ in Lubbock's paper (which was friendly and apologetic). I am deeply sorry for it, but what can one do? I do think Lyell's first XII chapters a complete mess.”97 In another letter to Darwin, Hooker described this first portion of Antiquity as “confused and confusing.”98Part of the problem, of course, lay in the subject's novelty for Lyell and for most of his contemporaries. At a deeper level, however, I believe that the book accurately reflects Lyell's uncertainties about Darwin's work and its implications for man.99 Leonard Wilson's edition of Lyell's Scientific Journals provides a unique insight into Lyell's mind during the years just before he began to write Antiquity.100 Preoccupied with the human implications of evolutionary biology, Lyell was not clear how many of those implications were compatible with his deep convictions about the dignity of man's place in the cosmos. With a certain naiveté, Lyell complained in 1873 that many of his readers had failed to see the “natural connections” among the three portions of Antiquity.101 Connections could indeed be drawn between man's antiquity and his evolutionary origins; Lyell's private Scientific Journals movingly demonstrate that he was well aware of this fact. But he never fully made the connections in his published writings. Antiquity of Man is more appropriately seen as the last gasp of the heroic period in British geology than as the opening salvo in a new, post-Darwinian anthropological synthesis. Between the founding of the Geological Society of London in 1807 and the middle of the nineteenth century, geology was recognized as one of the most exciting and innovative scientific fields in Britain.102 Lyell himself had contributed much to that drama, and by the 1860's he was a public figure of venerable proportions. More then any other man he represented a geology that had extended the boundaries of process, time, and life. The fundamental achievements of Lyell and his colleagues had been assimilated into the wider Victorian consciousness, yet the earlier public debates about “genesis and geology” had left untouched in its essentials the concept of Man as a moral, responsible, created being.103Lyell never abandoned this view of his own species, and in 1863 it was a completely responsible creature which, under the weight of empirical evidence, Lyell admitted had lived on earth far longer than had previously been thought. Certainly this more generous allowance for human existence was constitutive to what Burrow calls the evolutionary social theory of midcentury Britain.104 Unlike Lyell, the younger representatives of this anthropology quietly accepted both man's antiquity and his aboriginal animality. Herbert Spencer's Principles of Psychology (1855), as well as the other volumes of his grand Synthetic Philosophy, presented as part of the cosmic process the development of human from prehuman beings.105 Tylor's discussion of what in his Researches (1865) he called the “gesture-language” presupposed the gradual and de novo origin of language in early human populations.106 Lubbock's young and polished mind was untroubled by the human implications of Darwin's work, and he cast his Prehistoric Times into such a perfect mold that it and its companionpiece (On the Origin of Civilization, 1870) went through seven editions each between 1865 and World War I, with their original theoretical structures intact. In a way that Lyell could not grasp, Lubbock was intrigued by questions concerning the origins of moral and religious beliefs and did not flinch at the thought of an amoral, atheistic creature as an ancestor.107 Indeed, as the German naturalist Carl Vogt pointed out in his Lectures on Man, translated into English the year after Antiquity, both Darwin's theories and the primitive flint knives of the Stone Age bore witness to a time beyond that imaginable from the condition of the lowest present-day “savage”:From such a low condition [little better than anthropomorphous apes], compared to which that of the so-called savages of the old and new world is a refined civilisation, has the human species gradually extricated itself, in a bitter struggle for existence, which it was well able to maintain, by being gifted with a larger amount of brain and intelligence than that possessed by the surrounding animal world.108The easy integration of biological and social themes was perhaps the distinguishing hallmark of Victorian anthropology of the 1850's and 1860's. After his fashion, Lyell got both themes into Antiquity, but he carefully separated them with a seven-chapter wall of glacial ice. Lyell's anthropology was not that of a thoroughgoing evolutionist like Lubbock, Tylor, or Spencer. For Lyell prehistoric man was not a product of biological evolution. Rude and superstitious he may have been, but he possessed ritual and a belief in a future state, and thus deserved “the epithet of ‘noble,’ which Dryden gave to what he seems to have pictured to himself as the primitive condition of our race: as Nature first made man/when wild in woods the noble savage ran.”109As a systematic argument, Lyell's book was at best a significant failure. As a popularization, it was a success — largely because of the personal stature of its author and the particular moment of its appearance. It helped establish the fact of man's antiquity with a wider Victorian audience, in itself no mean achievement. But Lyell was unable to exploit the fuller implications of his material in the service of a secular science of man. Ironically, he exploited only his colleagues' discoveries. Though the aging Lyell, with failing eyesight but unfailing mental powers, can still be seen as a man of considerable importance, his Antiquity belongs to the carefully circumscribed world of British geology rather than to the less disciplined world of Victorian anthropology. (shrink)

In this paper, I first present the ideas and arguments put forward by evolutionary psychologists that humans evolved certain capacities to creatively problem solve. Specifically, Steven Mithen thinks that creative problem solving is possible because the mind has evolved a conscious capacity he calls cognitive fluidity, the flexible exchange of information between and among mental modules. While I agree with Mithen that cognitive fluidity acts as a necessary condition for creative problem solving, I disagree that cognitive fluidity alone will suffice (...) for such an activity. I argue further that the flexible exchange of information between and among modules, as well as what I call scenario visualization - a conscious ability to segregate and integrate visual images in future scenarios - evolved in our species and accounts for certain kinds of creative problem solving. (shrink)

William Hasker has been one of the most trenchant and insightful critics of the revival of Molinism. He has focused on the “freedom problem”, a set of challenges designed to show that Molinism does not secure a place for genuinely free human action. These challenges focus on a key element in the Molinist story: the counterfactual conditionals of creaturely freedom. According to Molinism, these conditionals have contingent truth-values that are knowable to God prior to His decision of what world to (...) actualize. This divine “middle knowledge” is supposed to enable God to execute a detailed plan for world history without any loss of creaturely freedom. Hasker has argued that this middle knowledge nonetheless deprives us of the power to do otherwise than we do, a crucial element in human freedom and responsibility. I hope to accomplish three things in this paper. First, I want to step back a bit and explore the nature of the conditionals of creaturely free decision-making, bringing out some of the difficulties in delimiting their scope and nature. Second, I will explore the implications of different answers to an important question that has not been addressed in the literature: whether we have counterfactual power over the conditionals of divine freedom. And, third, I would like to recommend to Molinists a revision that offers a solution to the freedom problem. (shrink)

This work, first published in 1985, offers a general interpretation of Hume's Treatise of Human Nature. Most Hume scholarship has either neglected or downplayed an important aspect of Hume's position - his scepticism. This book puts that right, examining in close detail the sceptical arguments in Hume's philosophy.

An application of Young's Habermasian critical theory of education to classroom communication problems of teachers in schools, with a special focus on the question/answer cycle and its educational role. The book uses classroom transcripts extensively in the analysis.

Understanding cooperation and punishment in small-scale societies is crucial for explaining the origins of human cooperation. We studied warfare among the Turkana, a politically uncentralized, egalitarian, nomadic pastoral society in East Africa. Based on a representative sample of 88 recent raids, we show that the Turkana sustain costly cooperation in combat at a remarkably large scale, at least in part, through punishment of free-riders. Raiding parties comprised several hundred warriors and participants are not kin or day-to-day interactants. Warriors incur substantial (...) risk of death and produce collective benefits. Cowardice and desertions occur. (shrink)

David Hume and other philosophers doubt that causality can be perceived directly. Instead, observers become aware of it through inference based on the perception of the two events constituting cause and effect of the causal relation. However, Hume and the other philosophers primarily consider causal relations in which one object triggers a motion or change in another. In this paper, I will argue against Hume’s assumption by distinguishing a kind of causal relations in which an agent is controlling the motion (...) or change of an object. I will call this kind of causal relations ‘causation-as-control’. In instances of causation-as-control, the observer does not become aware of the causality through inference based on the perception of two events (cause and effect). Rather, she perceives the two events directly and without further inference as cause and effect of a causal relation, and, therefore, the causality at work. (shrink)

It is often held that to have a conscious experience presupposes having some form of implicit self-awareness. The most dominant phenomenological view usually claims that we essentially perceive experiences as our own. This is the so called “mineness” character, or dimension of experience. According to this view, mineness is not only essential to conscious experience, it also grounds the idea that pre-reflective self-awareness constitutes a minimal self. In this paper, we show that there are reasons to doubt this constituting role (...) of mineness. We argue that there are alternative possibilities and that the necessity for an adequate theory of the self within psychopathology gives us good reasons to believe that we need a thicker notion of the pre-reflective self. To this end, we develop such a notion: the Pre-Reflective Situational Self. To do so, we will first show how alternative conceptions of pre-reflective self-awareness point to philosophical problems with the standard phenomenological view. We claim that this is mainly due to fact that within the phenomenological account the mineness aspect is implicitly playing several roles. Consequently, we argue that a thin interpretation of pre-reflective self-awareness—based on a thin notion of mineness—cannot do its needed job within, at least within psychopathology. This leads us to believe that a thicker conception of pre-reflective self is needed. We, therefore, develop the notion of the pre-reflective situational self by analyzing the dynamical nature of the relation between self-awareness and the world, specifically through our interactive inhabitation of the social world. (shrink)

This is explained in a new introduction that goes beyond the interpretative enterprise of the rest of the book to assess Marx in relation to contemporary ...

This annotated bibliography assists the reader in locating information about the United States Federal Trade Commission. The book is divided into four chapters, each reflecting the major functions and regulatory responsibilities of the FTC.

The way in which mainstream human rights discourse speaks of such evils as the Holocaust, slavery, or apartheid puts them solidly in the past. Its elaborate techniques of "transitional" justice encourage future generations to move forward by creating a false assumption of closure, enabling those who are guilty to elude responsibility. This approach to history, common to late-twentieth-century humanitarianism, doesn't presuppose that evil ends when justice begins. Rather, it assumes that a time _before_ justice is the moment to put evil (...) in the past. Merging examples from literature and history, Robert Meister confronts the problem of closure and the resolution of historical injustice. He boldly challenges the empty moral logic of "never again" or the theoretical reduction of evil to a cycle of violence and counterviolence, broken only once evil is remembered for what it _was_. Meister criticizes such methods for their deferral of justice and susceptibility to exploitation and elaborates the flawed moral logic of "never again" in relation to Auschwitz and its evolution into a twenty-first-century doctrine of the Responsibility to Protect. (shrink)

Propositional relationalists about the attitudes claim to find support for their view in what they assume to be the dyadic relational logical form of the predicates by which we canonically attribute propositional attitudes. In this paper I argue that the considerations that they adduce in support of this assumption, specifically for the assumption that the that-clauses that figure in these predicates are singular terms, are suspect on linguistic grounds. Propositional relationalism may nonetheless be true, but the logical form of attitude (...) predicates provides no grounds for thinking this to be so. (shrink)

Based on the thesis of R. Muller (doctoral)--Universite de Paris IV.

"This book discusses the vast and complex range of choices in between blanket amnesty and total accountability through criminal justice, and does so with ...

At a time when many institutions of higher learning are reflecting on their past complicity with chattel slavery, either in terms of the sources of their funding or their use of slave labor, philosophy as an academic discipline has been largely silent about its own complicity. Questions surrounding the legitimacy and practice of slavery were a regular part of moral philosophy courses at universities from the sixteenth century until its abolition. However, the discussions of slavery found in the dominant textbooks (...) tended to be deeply conservative judged even by the standards of those times. This partly explains why after emancipation the many moral questions posed by slavery are barely mentioned in survey histories of ethics or of political philosophy today: this is a context in which academic philosophy does not show itself to its best advantage. The present article explores what academic philosophers need to do to redress the discipline's past failures, including its virtual silence about slavery since the Civil War. Given today's political environment, academic philosophers need to reflect on how the discipline in its institutional form functions within a system governed by the legacy of slavery and its aftermath. (shrink)

An Artificial Intelligence algorithm trained on data that reflect racial biases may yield racially biased outputs, even if the algorithm on its own is unbiased. For example, algorithms used to schedule medical appointments in the USA predict that Black patients are at a higher risk of no-show than non-Black patients, though technically accurate given existing data that prediction results in Black patients being overwhelmingly scheduled in appointment slots that cause longer wait times than non-Black patients. This perpetuates racial inequity, in (...) this case lesser access to medical care. This gives rise to one type of Accuracy-Fairness trade-off: preserve the efficiency offered by using AI to schedule appointments or discard that efficiency in order to avoid perpetuating ethno-racial disparities. Similar trade-offs arise in a range of AI applications including others in medicine, as well as in education, judicial systems, and public security, among others. This article presents a framework for addressing such trade-offs where Machine Learning and Optimization components of the algorithm are decoupled. Applied to medical appointment scheduling, our framework articulates four approaches intervening in different ways on different components of the algorithm. Each yields specific results, in one case preserving accuracy comparable to the current state-of-the-art while eliminating the disparity. (shrink)

The weeks-long rioting and the destruction of property were more than just a hyper reaction to apparent racial discrimination in 2020. We might interpret this anti-social and criminal behavior as having its origin with an envy and resentment over things material. We were warned about this misuse of our freedom more than forty years ago by Aleksandr Solzhenitsyn. Finding our way back from a materialist-saturated vision of the good life depends on taking up a Christian humanism which was championed by (...) Pope Saint John Paul II. We see that Christian humanism expressed vividly in family life. (shrink)