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)

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)

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)

Along with technological progress, vocational education and training (VET) is consistently changing. Workforce disruption has serious consequences for workers and international economies, often requiring adults to transition into different occupations or to upskill to maintain employment. We review recent literature covering VET trends, theoretical considerations for the 21st century, and present an approach to workforce training to help workers not only learn necessary skills but also become adaptable to constant change. We suggest a functional contextualist approach to mastery learning achieves (...) this aim. Specifically, we offer suggestions for pedagogy that not only develop skills but also encourage higher order thinking. Within a novice to expert continuum, we suggest deliberate practice, mental simulation, and reflective meaning making as methods to achieve efficiency and transfer—learning outcomes relevant to a changing workforce. This approach recognizes that learning is context bound and should promote broader human capabilities that support both employability and the continuing development of life literacies. (shrink)

The generally agreed upon principle that legality and ethics can come apart is frequently overlooked in our professional ethics education and decision-making procedures. The crux of the issue is that we teach in our philosophy classes that the law can sometimes be unethical, but then clearly state in nursing codes of ethics that students should always follow the law. The law could no doubt give us some reason to choose action A over action B, but in professional contexts we frequently (...) treat the law as a side-constraint that limits the logical space of choices to exclude even consideration of action B. If B is the mandatory action, this in effect forces professionals to do something unethical by preventing them from ever seeing the ethical action as an option. This is a problem. Ultimately we concede that there might be an irresolvable tension in competing normative interests in ethics and the law, though we suggest that a more nuanced approach to ethical code formation could help alleviate the issue somewhat. (shrink)

Would you want to be operated on by a surgeon trained at a medical school that did not evaluate its students? Would you want to fly in a plane designed by people convinced that the laws of physics are socially constructed? Would you want to be tried by a legal system indifferent to the distinction between fact and fiction? These questions may seem absurd, but there are theories being seriously advanced by radical multiculturalists that force us to ask such questions. (...) These scholars assert that such concepts as truth and merit are inextricably racist and sexist, that reason and objectivity are merely sophisticated masks for ideological bias, and that reality itself is nothing more than socially constructed mechanism for preserving the power of the ruling elite. In Beyond All Reason, liberal legal scholars Daniel A. Farber and Suzanna Sherry mount the first systematic critique of radical multiculturalism as a form of legal scholarship. Beginning with an incisive overview of the origins and basic tenets of radical multiculturalism, the authors critically examine the work of Derrick Bell, Catherine MacKinnon, Patricia Williams, and Richard Delgado, and explore the alarming implications of their theories. Farber and Sherry push these theories to their logical conclusions and show that radical multiculturalism is destructive of the very goals it wishes to affirm. If, for example, the concept of advancement based on merit is fraudulent, as the multiculturalists claim, the disproportionate success of Jews and Asians in our culture becomes difficult to explain without opening the door to age-old anti-Semitic and racist stereotypes. If historical and scientific truths are entirely relative social constructs, then Holocaust denial becomes merely a matter of perspective, and Creationism has as much "validity" as evolution. The authors go on to show that rather than promoting more dialogue, the radical multiculturalist preferences for legal storytelling and identity politics over reasoned argument produces an insular set of positions that resist open debate. Indeed, radical multiculturalists cannot critically examine each others' ideas without incurring vehement accusations of racism and sexism, much less engage in fruitful discussion with a mainstream that does not share their assumptions. Here again, Farber and Sherry show that the end result of such thinking is not freedom but a kind of totalitarianism where dissent cannot be tolerated and only the naked will to power remains to settle differences. Sharply written and brilliantly argued, this book is itself a model of the kind of clarity, civility, and dispassionate critical thinking which the authors seek to preserve from the attacks of the radical multiculturalists. With far-reaching implications for such issues as government control of hate speech and pornography, affirmative action, legal reform, and the fate of all minorities, Beyond All Reason is a provocative contribution to one of the most important controversies of our time. (shrink)

Thought: A Journal of Philosophy, EarlyView.

Daniel Heller contends that public education is in a downward spiral because we have failed to notice the erosion of the basic curricular dimensions which support the preparation of students as active participants in our ever-changing world. While many books explain procedural knowledge such as how to differentiate instruction, how to create standards-based curriculum, or how to write a constructivist lesson—Curriculum on the Edge of Survival discusses the "what" and "why" rather than the how. What is the purpose of (...) schools in a free, democratic society, and why is the answer to that question crucial in deciding the most fundamental questions about curriculum? (shrink)

There's so much more to being a detective than just seeing the clues right in front of your eyes. What makes a detective great is that she can figure out the truth she's not seeing—the hidden explanation behind an otherwise scattered array of facts and appearances. She can puzzle through the observed facts to get at the hidden truth. That's where Veronica Mars excels, and that's what makes her special. Veronica is, of course, no stranger to fieldwork. Being a detective (...) is more than just being a well‐trained bloodhound that can pick up a scent—it's about being able to think, reason, and make good inferences. This chapter talks about deductive and inductive inferences. It analyzes what kind inference Veronica draws when she determines that Beaver is responsible for the crash. (shrink)

In 1856, Peter Andreas Hansen, one of the leading mathematical astronomers on the Continent, proposed a theory of the moon which included the possibility of an atmosphere and even of life on the far side. The theory was quickly endorsed by many in the scientific community, allowing in its brief life speculation about life on the far side to flourish. It attracted the attention of such notables as Sir John Herschel and was exciting enough to play a large role in (...) Jules Verne's fiction about the moon. The hypothesis met its end around 1870 when assumptions behind it were questioned by Simon Newcomb and others. (shrink)

When the Ottoman Empire defaulted on its public debt in 1875, British bondholders launched a campaign to win government intervention on their behalf. This article interprets the unprecedented success of this campaign as a matter of knowledge production. Mobilizing the newly established Corporation of Foreign Bondholders as a kind of ‘centre of calculation’, bondholders argued that they deserved assistance because of the unique size of the Ottoman default and the proportion of it that was held by British subjects. Yet neither (...) of these numbers was easily calculated. In fact, influential bondholders worked closely with accountants and members of the Statistical Society to devise an accurate method for quantifying the Ottoman debt – and concluded that such a method did not exist. Historians of quantification and accounting have argued that the scientific status of nineteenth-century accounting depended on its disinterestedness. In the case of the Ottoman default, however, calculation was understood to be inseparable from material interest and political debate. (shrink)

While the academic discussion of gender and family issues often adopts the contractarian and consensual approach of liberalism, the work of Stephen R. L. Clark provides an interesting contrast. Clark turns to ethology as a guide to modes of social existence congruent with our evolutionary nature. Although an Aristotelian, Clark is not a sexist in arguing that household life is more important than what moderns call ?political? life. Clark is premature, however, in accusing liberals who defend the rights of individuals (...) of ignoring the ethological evidence. Liberals need not so emphasize the individual that they destroy the family as the locus of moral education. (shrink)

Let me first express my gratitude for the three detailed and informative critiques of my book The China Model. These critiques are themselves models of Confucian civility, even as they express sharp areas of disagreement. There does seem to be agreement that the ideal of a Confucian-inspired democratic meritocracy is a worthwhile political project, particularly in the Chinese political context, but Huang, Li, and Wang question my book's arguments in defense of this ideal. There are three kinds of critiques: the (...) need to take Confucianism more seriously, the need to take democracy more seriously, and the need to take political meritocracy more seriously. Let me try to respond to each critique in turn.Yong... (shrink)

In this article I defend the claim that nonhuman animals can be persons. In this regard I rely on the thought of neoclassical or process theists like Alfred North Whitehead and Charles Hartshorne. Their moderate stance regarding personhood is in contrast to the influential classical theistic view, which denies personhood status to nonhuman animals.

In this essay I argue that Reinhold Niebuhr's ethics of self-restraint, though promising, is based on an incomplete and imprecise moral psychology. Although Niebuhr claims that reason cannot provide a sufficient grounding to motivate self-restraint, he does not disclose which human capacity might serve this purpose. I suggest that we can address this oversight by strengthening Niebuhr's tentative embrace of David Hume, and by developing a concept of the emotions in order to explain how human beings can cultivate a stable (...) inclination to self-restraint. This project is informed by and in the service of feminist critiques of Niebuhr and social concerns. (shrink)

In this paper, I consider the relationship between coming to understand why something must be the case and coming to understand why it actually is the case in some particular instance. Peter Lipton uses the possibility of coming to understand a phenomenon via a necessity proof as an argument that there can be understanding with no explanation. Lipton’s argument has come under criticism, at least partially because one might think that understanding why something must be the case has a different (...) object from understanding the actual phenomenon. In this paper, I argue that that under certain circumstances it is fairly straightforward to come to understand an actual phenomenon on the basis of knowing why it had to be the case. Rather than relying on brute intuitions, my primary strategy will be to show that on least some modern accounts of understanding we can validate Lipton’s general point with respect to a variety of possible necessity relations. (shrink)

Through a critique of the rhetorical configurations of identity theft, this article contributes to the emerging body of theory contending with the social effects of digital information technologies (DIT). It demonstrates how the politics of fear manipulate technosocial matrices in order to derive consent for radical changes such as the domestication of the Web and the instrumentalization of identity. Specifically, this critique attends to these tasks by performing a rhetorical reading of three recent television commercials that were heavily circulated by (...) the international financial conglomerate, Citigroup Incorporated. Based on this reading, which is heavily indebted to Foucaldian theories of power and discipline, a distinction is drawn between identity theft as it is configured in juridico-political discourse and the cultural phenomenon of identity theft, which functions as a technosocial myth. (shrink)

Notorious for advancing a strict dichotomy between the masculine “demiurgic father” and the feminine “nurse/receptacle of becoming” as the “natural” origin of the cosmos, Plato's Timaeus has become a site for feminist interrogation. Most critics easily deem the text a masculine fantasy that projects feminine impotence and obligatory heterosexuality, reinforcing patriarchal power structures that are blindly reproduced in their historical reception. Consequently, this article analyzes the Neoplatonic replication of this framework, but with special attention given to Proclus's challenges to this (...) gendered and sexual context. In this late, sometimes forgotten figure, we find, rather surprisingly, a Platonist who neither sequesters the feminine to the domain of the passive receptacle nor charges her simply with being a bastard image of the masculine. Rather, for Proclus, the feminine becomes the site of lived, erotic power that produces and sustains the value of authentic otherness. Furthermore, Proclus offers a challenge to the naturalness of the sex binary, suggesting a radical queerness as the basis of all identity. Overall, we shall see how classical patriarchal thinkers may, despite themselves, offer subversive models that might present readers with possibilities for troubling the sexual prejudices of ancient metaphysical schemas. (shrink)

Punishment as a response to impairment of individual or group welfare may be found not only among humans but also among a wide range of social animals. In some cases, acts of punishment serve to increase social cooperation among conspecifics. Such phenomena motivate the search for the biological foundations of punishment among humans. Of special interest are cases of pro-social punishment of individuals harming others. Behavioral studies have shown that in economic games people punish exploiters even at a cost to (...) their own welfare. Additionally, neuroimaging studies have reported activity during the planning of such punishment in brain areas involved in the anticipation of reward. Such findings hint that there is an evolutionarily honed basic drive to punish social offenders. I argue that the transfer of punishment authority from the individual to the group requires that social offenders be punished as a public good, even if such punishment is not effective as retribution or deterrent. Furthermore, the social need for punishment of offenders has implications for alternatives to incarceration, publicity of punishment, and judicial structure. (shrink)

Self-Deception has traditionally been discussed in the literature in utilitarian terms. I argue in this paper that, As a defect of character, Self-Deception can be understood much more clearly using the concepts of virtue theory. I apply macintyre's distinction between internal and external goods and his discussion about the unity of a life-Narrative to self-Deception. The result is to clarify why self-Deception is a vice and when it might be justified on utilitarian grounds.