Social scientists and data analysts are increasingly making use of Big Data in their analyses. These data sets are often “found data” arising from purely observational sources rather than data derived under strict rules of a statistically designed experiment. However, since these large data sets easily meet the sample size requirements of most statistical procedures, they give analysts a false sense of security as they proceed to focus on employing traditional statistical methods. We explain how most analyses performed on Big (...) Data today lead to “precisely inaccurate” results that hide biases in the data but are easily overlooked due to the enhanced significance of the results created by the data size. Before any analyses are performed on large data sets, we recommend employing a simple data segmentation technique to control for some major components of observational data biases. These segments will help to improve the accuracy of the results. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:'Difficult Patient':A Reflective EssayDaniel McFarlandThe patient who sat across from me knew too much about all brain tumors. According to her, she would never know enough about the one sitting uncomfortably close to her brain's temporal lobe. In her quest for the 'right' answer to her meningioma problem, she became certain that its surgical removal would upend her life, leaving her in neurological taters.She was a small business owner (...) of a practice dedicated to medical massage. Indubitably, she had helped countless clients heal themselves of medical mishaps and avoid or recover from the tyranny of [End Page E13] a medical community that did not always provide respectable, hospitable care. She was certain a craniotomy would end her business, nullifying everything she had spent her life building. She became fluent in the legalese needed to transfer or sell her business in anticipation of surgery. To stave off losing her life's work from a surgical mishap, she sought opinions from a dozen neurosurgeons. They reassured her that a routine surgery like this would be effective with little chance of neurological collateral damage. She did not believe them. In her business she had treated numerous exhausted professionals. Many surgeons with whom she worked professionally frequently referred patients to her. She had seen the poor self-care that many surgeons and doctors brought on themselves in the form of unrelenting stress, drinking, bad eating habits, and even drugs. This made her nervous and untrusting about the care she could receive at the hands of an overworked or impaired surgeon. She scheduled appointments with every neurosurgeon she could find and interviewed them relentlessly, looking for the slightest sign of incompetence, unprofessionalism, antipathy, or lapse in compassion. Given her insistence and dogged nature, she usually found what she was looking for. She would bring her research to the appointments and interview the neurosurgeons on what other doctors had opined. If they were incredulous of research she brought or a technique on which she inquired, they were summarily dismissed.At first glance, which is likely all that she got from many of her visits, these encounters put a spotlight on a 'difficult' patient refusing care. The deeper look that my patient deserved revealed a personal narrative of the oldest child who survived a broken home riddled with drug use and prostitution. She learned to rely on only herself for protection. She took unapologetic control of her fate. Her own mother had at one time offered my patient work as a prostitute. Her father was no better in providing protection and a decent upbringing. He had left her as an eight-year-old with the neglectful mother and four younger siblings to fend for herself, which she did against the odds. She suffered physical, emotional, and spiritual abuse.As an adult, her strong sense of selfhood and boundaries allowed her to have a guarded relationship with both of her parents at a comfortable emotional distance. Her mission and passionate drive to help others heal saved her life. In healing others, she was healing herself. Importantly, her experience marked for her indelibly that while she could do this for herself, others were not reliable and could not heal her. She had only ever trusted and relied upon herself. She was the only one who had never let her down. She was terrified that this might be the first time. The potential surgery risked her cognition, physical capacities, and ability to care for herself. The risk was too great.We met numerous times, uncovering her past, reliving the stories of her tumultuous background, and examining how she established her place in the world away from the horrors of her insecure childhood. She took in my reaction to her stories and saw the horror on my face when I tried to imagine a world where one's parents were not only neglectful but the source of danger. Through my reaction, she may have begun to have some compassion for her own story and put the pieces together. One several occasions, she became enraged when I didn't meet her expectations, or I didn't entertain the diatribe of neurosurgical scholarly work.On one of those... (shrink)

Due to investments in interdisciplinary research endeavors, the number and variety of interdisciplinary research centers have grown exponentially during the past decades. While interdisciplinary research centers rely on varied organizational arrangements, we know little about the conditions and processes that mediate collaborative arrangements and interdisciplinary research outcomes. This study examines how different collaborative arrangements shape scholars’ experiences of interdisciplinary research and understandings of interdisciplinary knowledge culminations in the context of university-based research centers. We conducted three in-depth qualitative case studies on (...) different centers, which recruited researchers from natural sciences, medicine, and social sciences. We refer to them as the Biotech Center, the Environmental Center, and the Premature Birth Center. Our analysis of 53 interviews with interdisciplinary scholars across the three centers demonstrates that the scholars perceive particular features of the centers’ collaborative arrangements as meaningful for interdisciplinary collaboration. Specifically, the center’s mission, physical architecture, and leadership and task structure were seen as affecting scholars’ motivation, interaction, and inclusion in the centers, which then shaped the interdisciplinary knowledge culminations. At the Biotech Center, knowledge was translated towards concrete products, at the Environmental Center knowledge was pooled together from varied fields to create new problem framings, and at the Premature Birth Center, interdisciplinary collaboration was crafted through top-down knowledge brokerage. (shrink)

This collection examines the question of nonhuman animal agency by shifting emphasis from the human perspective toward that of other animals, exploring modes of ...

Elaborates the relationship between the philosopher Friedrich Nietzsche (1844-1900) and the cultural critic Walter Benjamin (1892-1940) through close readings of their respective texts as an example of the precariousness of cultural transmission in the present.

It is common to hear talk of the aim of belief and to find philosophers appealing to that aim for numerous explanatory purposes. What belief 's aim explains depends, of course, on what that aim is. Many hold that it is somehow related to truth, but there are various ways in which one might specify belief 's aim using the notion of truth. In this article, by considering whether they can account for belief 's standard of correctness and the epistemic (...) norms governing belief, I argue against certain prominent specifications of belief 's aim given in terms of truth, and advance a neglected alternative. (shrink)

The _Physics_ is a foundational work of western philosophy, and the crucial one for understanding Aristotle's views on matter, form, essence, causation, movement, space, and time. This richly annotated, scrupulously accurate, and consistent translation makes it available to a contemporary English reader as no other does—in part because it fits together seamlessly with other closely associated works in the New Hackett Aristotle series, such as the _Metaphysics_, _De Anima_, and forthcoming _De Caelo_ and _On Coming to Be and Passing Away_. (...) Eventually the series will include all of Aristotle's works. Sequentially numbered endnotes provide the information most needed at each juncture, while a detailed Index of Terms indicates places where focused discussion of key notions occurs. An illuminating general Introduction describes the book that lies ahead, explaining what sort of work it is and what sorts of evidence it relies on. (shrink)

This essay considers the reliability and proper role of authorial intention in the interpretation of figurative language and argues that, even in cases of metaphor and irony, the meaning of a text must remain logically independent of the intent of its historical author. Irony and metaphor have been broadly considered to be the most problematic cases for the anti-intentionalist approach to interpretation. The arguments in this essay address standard intentionalist arguments and, in the end, defend a sort of hypothetical intentionalism (...) that is, in all significant respects, anti-intentionalist. (shrink)

A legal obligation to conduct weapons reviews is a means by which the international community can ensure that States assess whether the use of new types of weapons in armed conflict would raise humanitarian concerns. The use of artificial intelligence in weapon systems greatly complicates the process of conducting reviews, particularly where a weapon system is capable of continuing to ‘learn’ on its own after being deployed on the battlefield. This paper surveys current understandings of the weapons review challenges presented (...) by in situ learning and outlines some concepts which may inform appropriate changes to existing weapons review processes. The main arguments made are that: a distinction should be drawn between learning capabilities that are limited to optimising existing behaviour and capabilities that extend to acquiring new behaviours; and the extent of a weapon system’s learning capabilities should be used as the basis for defining a schedule of weapons reviews. (shrink)

Here I look to some work in the historical sciences in order to draw out some of the epistemic benefits of “speculative narratives,” which bears on some more general epistemic benefits of speculative reasoning. Due to the contingent nature of much historical evidence, some degree of speculative reasoning is necessary to get the epistemological ball rolling in the historical sciences, and I argue that speculative narratives provide the necessary sort of frameworking apparatus for doing precisely this. I use contemporary work (...) on the first peopling of the Americas (the “Clovis First Debate”) for illustration. (shrink)

Sometimes, learning about the origins of a belief can make it irrational to continue to hold that belief—a phenomenon we call ‘genealogical defeat’. According to explanationist accounts, genealogical defeat occurs when one learns that there is no appropriate explanatory connection between one’s belief and the truth. Flatfooted versions of explanationism have been widely and rightly rejected on the grounds that they would disallow beliefs about the future and other inductively-formed beliefs. After motivating the need for some explanationist account, we raise (...) some problems for recent versions of explanationism. Learning from their failures, we then produce and defend a more resilient explanationism. (shrink)

In the international bestseller, Thinking, Fast and Slow, Daniel Kahneman, the renowned psychologist and winner of the Nobel Prize in Economics, takes us on a groundbreaking tour of the mind and explains the two systems that drive the way we think. System 1 is fast, intuitive, and emotional; System 2 is slower, more deliberative, and more logical. The impact of overconfidence on corporate strategies, the difficulties of predicting what will make us happy in the future, the profound effect of (...) cognitive biases on everything from playing the stock market to planning our next vacation—each of these can be understood only by knowing how the two systems shape our judgments and decisions. -/- Engaging the reader in a lively conversation about how we think, Kahneman reveals where we can and cannot trust our intuitions and how we can tap into the benefits of slow thinking. He offers practical and enlightening insights into how choices are made in both our business and our personal lives—and how we can use different techniques to guard against the mental glitches that often get us into trouble. Winner of the National Academy of Sciences Best Book Award and the Los Angeles Times Book Prize and selected by The New York Times Book Review as one of the ten best books of 2011, Thinking, Fast and Slow is destined to be a classic. (shrink)

Examines the lived experience of social encounters drawing on phenomenological insights.

Par ces temps de grands malaises identitaires, subjectifs et collectifs, où les frontières vacillent, où l'identité fait problème - tantôt elle chavire et tantôt elle se crispe -, on découvre avec surprise que le concept de différence est lui aussi insuffisant pour rendre compte de toutes ces effervescences: il est trop simple, trop figé... Nous décrivons ici ces lieux par lesquels on passe pour devenir différent, et tenter de faire quelque chose de "sa" différence; ces moments où nous sommes "entre (...) deux"; dans les contextes les plus variés: l'écrivain qui se débat entre deux langues, la femme qui, pour accéder à sa propre féminité, doit se dégager de la Femme originelle, l'adolescent ou le jeune qui cherche à faire le pas sans passer à l'acte ou, simplement, se ranger, et même le chômeur cherchant "une place" - tous passent par un entre-deux. Celui-ci se révèle être un passage ou une impasse, selon que l'origine qui se rejoue dans cette épreuve se révèle accessible ou pas à une sorte de partage - qu'il s'agit justement d'éclairer. L'entre-deux est donc plus qu'un nouveau concept, c'est une épreuve où l'on s'affronte à l'Origine - perdue ou redonnée, morcelée ou en bloc. On s'y affronte à la fois pour la retrouver et pour s'en dégager. Et l'origine est une dynamique à laquelle on a affaire chaque fois qu'il s'agit de se déplacer. Ces déplacements requièrent une certaine énergie; c'est elle, précisément, que ce texte voudrait libérer, en dégageant, à partir des vertiges originels, les entre-deux du possible. (shrink)

Infallibilism is the view that a belief cannot be at once warranted and false. In this essay we assess three nonpartisan arguments for infallibilism, arguments that do not depend on a prior commitment to some substantive theory of warrant. Three premises, one from each argument, are most significant: if a belief can be at once warranted and false, then the Gettier Problem cannot be solved; if a belief can be at once warranted and false, then its warrant can be transferred (...) to an accidentally true belief; if a belief can be at once warranted and false, then it can be warranted and accidentally true. We argue that each of these is either false or no more plausible than its denial. Along the way, we offer a solution to the Gettier Problem that is compatible with fallibilism. (shrink)

This paper offers observations on people’s lived experience of the food system in Michigan during the early Covid-19 pandemic as an initial critical foray into the everyday pandemic food world. The Covid-19 crisis illuminates a myriad of adaptive food behaviors, as people struggle to address their destabilized lives, including the casual acknowledgement of the pandemic, then anxiety of the unknown, the subsequent new dependency, and the possible emergence of a new normal. The pandemic makes the injustices inherent in the food (...) system apparent across communities, demonstrating that food injustice destabilizes all members of the food system, regardless of their social location. The challenges of eating in a pandemic also reinforce the importance of building a sustainable food system; the challenges of food sovereignty and food sustainability are inextricably linked, and the pandemic lays this bare. (shrink)

In Lukács: Praxis and the Absolute, Daniel Andrés López reassembles Lukács’s philosophy of praxis on a Hegelian basis, as a conceptual-historical totality, both defending him and proposing an unprecedented, immanent critique that raises problems for Marxian philosophy as a whole.

" Qualia " is an unfamiliar term for something that could not be more familiar to each of us: the ways things seem to us. As is so often the case with philosophical jargon, it is easier to give examples than to give a definition of the term. Look at a glass of milk at sunset; the way it looks to you--the particular, personal, subjective visual quality of the glass of milk is the quale of your visual experience at the (...) moment. The way the milk tastes to you then is another, gustatory quale, and how it sounds to you as you swallow is an auditory quale; These various "properties of conscious experience" are prime examples of qualia. Nothing, it seems, could you know more intimately than your own qualia ; let the entire universe be some vast illusion, some mere figment of Descartes' evil demon, and yet what the figment is made of will be the qualia of your hallucinatory experiences. Descartes claimed to doubt everything that could be doubted, but he never doubted that his conscious experiences had qualia, the properties by which he knew or apprehended them. (shrink)

The social sciences playa variety of multifaceted roles in the policymaking process. So varied are these roles, indeed, that it is futile to talk in the singular about the use of social science in policymaking, as if there were one constant relationship between two fixed and stable entities. Instead, to address this issue sensibly one must talk in the plural about uses of dif ferent modes of social scientific inquiry for different kinds of policies under various circumstances. In some cases, (...) the influence of social scientific research is direct and tangible, and the connection between the find ings and the policy is easy to see. In other cases, perhaps most, its influence is indirect-one small piece in a larger mosaic of politics, bargaining, and compromise. Occasionally the findings of social scientific studies are explicitly drawn upon by policymakers in the formation, implementation, or evaluation of particular policies. More often, the categories and theoretical models of social science provide a general background orientation within which policymakers concep tualize problems and frame policy options. At times, the in fluence of social scientific work is cognitive and informational in nature; in other instances, policymakers use social science primarily for symbolic and political purposes in order to le gitimate preestablished goals and strategies. Nonetheless, amid this diversity and variety, troubling general questions persistently arise. (shrink)

Supererogatory acts are those that lie “beyond the call of duty.” There are two standard ways to define this idea more precisely. Although the definitions are often seen as equivalent, I argue that they can diverge when options are infinite, or when there are cycles of better options; moreover, each definition is acceptable in only one case. I consider two ways out of this dilemma.

1. Happiness, then and now -- Happiness, eudaimonia, and practical reasoning -- Happiness as eudaimonia -- Happiness and virtuous activity -- New directions from old debates -- 2. Happiness then: the sufficiency debate -- Aristotle's case against the sufficiency thesis -- 3. Happiness now: rethinking the self -- Socrates' case for the sufficiency thesis -- Epictetus and the stoic self -- The Stoics' case for the sufficiency thesis -- The embodied conception of the self -- The embodied conception and psychological (...) well-being -- The Stoics' case against the embodied conception. (shrink)

Sometimes it takes years of debate for philosophers to discover what it is they really disagree about. Sometimes they talk past each other in long series of books and articles, never guessing at the root disagreement that divides them. But occasionally a day comes when something happens to coax the cat out of the bag. "Aha!" one philosopher exclaims to another, "so that's why you've been disagreeing with me, misunderstanding me, resisting my conclusions, puzzling me all these years!".

A remarkable number of Nietzsche's substantive moral psychological views have been borne out by evidence from the empirical sciences. Moral judgments are products of affects on Nietzsche's view, but the latter are in turn causally dependent upon more fundamental features of the individual. Nietzsche accepts a doctrine of types. The path is short from the acceptance of the Doctrine of Types to the acceptance of epiphenomenalism, as Leiter, and more recently, Riccardi argue. This chapter explains Nietzsche's phenomenological account of willing, (...) which serves as independent motivation for the view that Nietzsche denies the causal efficacy of conscious acts of willing. It also explores that in spite of an absence of volitional freedom, self‐control can be usefully understood on a strength‐model of motivational resources. The chapter concludes with a brief discussion of how Nietzsche, without employing the contemporary methods of empirical psychology, could nonetheless be such a prescient moral psychologist. (shrink)

Supererogatory acts—good deeds “beyond the call of duty”—are a part of moral common sense, but conceptually puzzling. I propose a unified solution to three of the most infamous puzzles: the classic Paradox of Supererogation (if it’s so good, why isn’t it just obligatory?), Horton’s All or Nothing Problem, and Kamm’s Intransitivity Paradox. I conclude that supererogation makes sense if, and only if, the grounds of rightness are multi-dimensional and comparative.

It has become customary to conceptualize the living cell as an intricate piece of machinery, different to a man-made machine only in terms of its superior complexity. This familiar understanding grounds the conviction that a cell's organization can be explained reductionistically, as well as the idea that its molecular pathways can be construed as deterministic circuits. The machine conception of the cell owes a great deal of its success to the methods traditionally used in molecular biology. However, the recent introduction (...) of novel experimental techniques capable of tracking individual molecules within cells in real time is leading to the rapid accumulation of data that are inconsistent with an engineering view of the cell. This paper examines four major domains of current research in which the challenges to the machine conception of the cell are particularly pronounced: cellular architecture, protein complexes, intracellular transport, and cellular behaviour. It argues that a new theoretical understanding of the cell is emerging from the study of these phenomena which emphasizes the dynamic, self-organizing nature of its constitution, the fluidity and plasticity of its components, and the stochasticity and non-linearity of its underlying processes. (shrink)

Realists about possible worlds typically identify possible worlds with abstract objects, such as propositions or properties. However, they face a significant objection due to Lewis (1986), to the effect that there is no way to explain how possible worlds-as-abstract objects represent possibilities. In this paper, I describe a response to this objection on behalf of realists. The response is to identify possible worlds with propositions, but to deny that propositions are abstract objects, or indeed objects at all. Instead, I argue (...) that realists should follow Prior (1971) and others in treating higher-order quantification (e.g. quantification into predicate or sentence position) as a genuine form of quantification in its own right, and so in particular, not to be analysed in terms of first-order quantification over abstract objects. I argue that from this ‘higher-orderist’ perspective, there is a relatively straightforward answer to the question of how possible worlds-as-propositions succeed in representing possibilities. (shrink)

Realists about possible worlds typically identify possible worlds with abstract objects, such as propositions or properties. However, they face a significant objection due to Lewis (1986), to the effect that there is no way to explain how possible worlds-as-abstract objects represent possibilities. In this paper, I describe a response to this objection on behalf of realists. The response is to identify possible worlds with propositions, but to deny that propositions are abstract objects, or indeed objects at all. Instead, I argue (...) that realists should follow Prior (1971) and others in treating higher-order quantification (e.g. quantification into predicate or sentence position) as a genuine form of quantification in its own right, and so in particular, not to be analysed in terms of first-order quantification over abstract objects. I argue that from this ‘higher-orderist’ perspective, there is a relatively straightforward answer to the question of how possible worlds-as-propositions succeed in representing possibilities. (shrink)

In June 1992, a national mail survey was directed to 204 state inpatient psychiatric institutions. This study was implemented following the 1992 Joint Commission on Accreditation of Healthcare Organizations (JCAHO) requirement that hospitals put in place some means with which to address ethical issues. The goals of the study were: 1. to examine state mental hospital characteristics and their response to the JCAHO requirements; 2. to describe healthcare ethics committee (HEC) composition, function, and role; 3. to study patient and family (...) access to a HEC; and 4. to discover ethical issues most frequently addressed. The survey response rate was 71%. Of the 145 responders, 62 had HECs in place, and 53 were in the process of implementing HECs. There were no differences between JCAHO accredited institutions and non-accredited facilities with regard to having HECs. Physicians accounted for 22% of HEC membership, followed by nurses (15%), and administrators (12%). Twenty-six percent of facilities systematically notified patients about existence of the HEC; 71% of facilities had no patient request for HEC services in the last year. A patient's danger to others, and resuscitation policy were issues most frequently (23%) heard by HECs. (shrink)

This paper will attempt to assess the primary differences between what I take to be the two primary philosophical "traditions" in contemporary French philosophy, using Derrida (transcendence) and Deleuze (immanence) as exemplary representatives. The body of the paper will examine the use of these terms in three different areas of philosophy on which Derrida and Deleuze have both written: subjectivity, ontology, and epistemology. (1) In the field of subjectivity, the notion of the subject has been critiqued in two manners, either (...) by appealing either to the transcendence of the other (Levinas, Derrida) or to the immanent jlux of experience itself, in relation to which the Ego itself is trancendent (Deleuze, Foucault, Sartre, James). (2) In the field of ontology, a purely "immanent" ontology would be an ontology in which there is neither a "beyond" or an "otherwise" Being, nor "interruptions" in Being, both of which would require an appeal to a formal element of transcendence (Deleuze). Such a "transcendent" and aporetic structure, which can never appear or be present as such within Being, is what lies at the basis of the project of deconstruction, with its attendant aporias (Derrida). (3) This distinction, finally, finds parallels in Kant's epistemology, for whom the possible experience is conditioned by purely immanent criteria (Deleuze), whereas what goes beyond the limits of possible experience is transcendent (Derrida). Drawing on these three thread of analysis, the paper concludes with an assessment of what is at stake in the ethical differences between the two traditions. The question of "transcendence" is "What mast I do?", which is the question of morality (a duty or obligation that is beyond being, an "ought" beyond the "is"). The question of "immanence" is "What can I do?" (my power or capacity as an existing individual within being). For Levinas and Derrida, ethics precedes ontology because it is derived from an element of transcendence (the Other); for Deleuze, ethics is ontology because it is derived from the immanent relation of beings to Being at the level of their existence (Spinoza). (shrink)

In this groundbreaking book, Daniel D. Novotny explores one of the most controversial topics of Suarez's philosophy: "beings of reason." Beings of reason are impossible intentional objects, such as blindness and square-circle.

Axiom weakening is a novel technique that allows for fine-grained repair of inconsistent ontologies. In a multi-agent setting, integrating ontologies corresponding to multiple agents may lead to inconsistencies. Such inconsistencies can be resolved after the integrated ontology has been built, or their generation can be prevented during ontology generation. We implement and compare these two approaches. First, we study how to repair an inconsistent ontology resulting from a voting-based aggregation of views of heterogeneous agents. Second, we prevent the generation of (...) inconsistencies by letting the agents engage in a turn-based rational protocol about the axioms to be added to the integrated ontology. We instantiate the two approaches using real-world ontologies and compare them by measuring the levels of satisfaction of the agents w.r.t. the ontology obtained by the two procedures. (shrink)

The potential to collect brain data more directly, with higher resolution, and in greater amounts has heightened worries about mental and brain privacy. In order to manage the risks to individuals posed by these privacy challenges, some have suggested codifying new privacy rights, including a right to “mental privacy.” In this paper, we consider these arguments and conclude that while neurotechnologies do raise significant privacy concerns, such concerns are—at least for now—no different from those raised by other well-understood data collection (...) technologies, such as gene sequencing tools and online surveillance. To better understand the privacy stakes of brain data, we suggest the use of a conceptual framework from information ethics, Helen Nissenbaum’s “contextual integrity” theory. To illustrate the importance of context, we examine neurotechnologies and the information flows they produce in three familiar contexts—healthcare and medical research, criminal justice, and consumer marketing. We argue that by emphasizing what is distinct about brain privacy issues, rather than what they share with other data privacy concerns, risks weakening broader efforts to enact more robust privacy law and policy. (shrink)

This chapter sets out an optimistic view of philosophical progress.The key idea is that the historical record speaks in favor of there being progress at least if we are clear about what philosophical problems are, and what it takes to solve them. I end by asking why so many people tend toward a pessimistic view of philosophical progress.