The usefulness of machine learning algorithms has led to their widespread adoption prior to the development of a conceptual framework for making sense of them. One common response to this situation is to say that machine learning suffers from a “black box problem.” That is, machine learning algorithms are “opaque” to human users, failing to be “interpretable” or “explicable” in terms that would render categorization procedures “understandable.” The purpose of this paper is to challenge the widespread agreement about the existence (...) and importance of a black box problem. The first section argues that “interpretability” and cognates lack precise meanings when applied to algorithms. This makes the concepts difficult to use when trying to solve the problems that have motivated the call for interpretability. Furthermore, since there is no adequate account of the concepts themselves, it is not possible to assess whether particular technical features supply formal definitions of those concepts. The second section argues that there are ways of being a responsible user of these algorithms that do not require interpretability. In many cases in which a black box problem is cited, interpretability is a means to a further end such as justification or non-discrimination. Since addressing these problems need not involve something that looks like an “interpretation” of an algorithm, the focus on interpretability artificially constrains the solution space by characterizing one possible solution as the problem itself. Where possible, discussion should be reformulated in terms of the ends of interpretability. (shrink)

Cet ouvrage regroupe vingt et un articles de dix à vingt pages sur le thème du genre dans différents contextes coloniaux. Divisé en trois parties, l’ouvrage possède aussi une préface et une postface, qui analysent les apports de ces travaux pour le champ d’étude de la World History. Cette discipline, qui se consacre à l’étude de grands phénomènes transversaux comme l’esclavage, la colonisation ou la migration, cherche à mettre en avant les relations historiques qu’entretiennent différentes pa...

Because “evidence” is at issue in evidence-based medicine (EBM), the critical responses to the movement have taken up themes from post-positivist philosophy of science to demonstrate the untenability of the objectivist account of evidence. While these post-positivist critiques seem largely correct, I propose that when they focus their analyses on what counts as evidence, the critics miss important and desirable pragmatic features of the evidence-based approach. This article redirects critical attention toward EBM’s rigid hierarchy of evidence as the culprit of (...) its objectionable epistemic practices. It reframes the EBM discourse in light of a distinction between objectivist and pragmatic epistemology, which allows for a more nuanced analysis of EBM than previously offered: one that is not either/or in its evaluation of the decision-making technology as either iconoclastic or creedal. -/- . (shrink)

The evidence-based medicine (EBM) movement is touted as a new paradigm in medical education and practice, a description that carries with it an enthusiasm for science that has not been seen since logical positivism flourished (circa 1920–1950). At the same time, the term ‘‘evidence-based medicine’’ has a ring of obviousness to it, as few physicians, one suspects, would claim that they do not attempt to base their clinical decision-making on available evidence. However, the apparent obviousness of EBM can and should (...) be challenged on the grounds of how ‘evidence’ has been problematised in the philosophy of science. EBM enthusiasm, it follows, ought to be tempered. The post-positivist, feminist, and phenomenological philosophies of science that are examined in this paper contest the seemingly unproblematic nature of evidence that underlies EBM by emphasizing different features of the social nature of science. The appeal to the authority of evidence that characterizes evidence-based practices does not increase objectivity but rather obscures the subjective elements that inescapably enter all forms of human inquiry. The seeming common sense of EBM only occurs because of its assumed removal from the social context of medical practice. In the current age where the institutional power of medicine is suspect, a model that represents biomedicine as politically disinterested or merely scientific should give pause. (shrink)

The exponential growth of genetic knowledge and precision medicine research raises hopes for improved prevention, diagnosis, and treatment options for children with behavioral and psychiatric conditions. Although well-intended, this prospect also raise the possibility — and concern — that behavioral, including psychiatric genetic data would be increasingly used — or misused — outside the clinical context, such as educational settings. Indeed, there are ongoing calls to endorse a “personalized education” model that would tailor educational interventions to children's behavioral and psychiatric (...) genetic makeup. This article explores the justifications for, and prospects and pitfalls of such endeavors. It considers the scientific challenges and highlights the ethical, legal, and social issues that will likely arise should behavioral genetic data become available and are routinely incorporated in student education records. These include: when to disclose students' behavioral and psychiatric genetic profile; whose genomic privacy is protected and by whom; and how students' genetic data may affect education-related decisions. I argue that the introduction of behavioral genetics in schools may overshadow the need to address underlying structural and environmental factors that increase the risk for psychiatric conditions of all students, and that the unregulated use of student behavioral genetic profiles may lead to unintended consequences that are detrimental for individuals, families and communities. Relevant stakeholders — from parents and students to health professionals, educators, and policy-makers — ought to consider these issues before we forge ahead with a genomically informed education system. (shrink)

Medical discourse currently manages two broad visionary movements: "evidence-based medicine," the effort to make clinical medicine more responsive to the medical research, and "patient-centered care," the platform for a more humane health-care encounter. There have been strong calls to synthesize the two as "evidence-based patient-centred care" (Lacy and Backer 2008; see also Borgmeyer 2005; Baumann, Lewis, and Gutterman 2007; Krahn and Naglie 2008), yet many question the compatibility of the two competing programs.This might sound to some like a new version (...) of an old story. Despite the fact that evidence-based medicine and patient-centered care are relatively new programs, the story of their oppositional .. (shrink)

The standard counterexamples to David Lewis’s account of intrinsicality involve two sorts of properties: identity properties and necessary properties. Proponents of the account have attempted to deflect these counterexamples in a number of ways. This paper argues that none of these moves are legitimate. Furthermore, this paper argues that no account along the lines of Lewis’s can succeed, for an adequate account of intrinsicality must be sensitive to hyperintensional distinctions among properties.

Pandemics first and foremost hit those who are most vulnerable, and the COVID-19 pandemic is not different. Although the infection rate in the nation’s poorest neighborhoods is twice as it is in th...

Because few would object to evidence-based medicine’s (EBM) principal task of basing medical decisionmaking on the most judicious and up-to-date evidence, the debate over this prolific movement may seem puzzling. Who, one may ask, could be against evidence (Carr-Hill, 2006)? Yet this question belies the sophistication of the evidence-based movement. This chapter presents the evidence-based approach as a socio-medical phenomenon and seeks to explain and negotiate the points of disagreement between supporters and detractors. This is done by casting EBM as (...) more than the simple application of research findings to clinical care and improved health outcomes, but rather an umbrella term that harnesses a specific set of pedagogical objectives (some rather radical) under a name that makes it difficult to argue against. (shrink)

‘Hated in the Nation’ invites us to reflect about our social media responsibility: in this episode, the hashtag #DeathTo sends a swarm of killing bee‐drones to the most unpopular candidate of the day. But, although there are no tiny bee drones yet in real life, it is not uncommon to shame someone online for a variety of reasons, and the consequences can be life‐changing. But, is this online trial truly fair? In this chapter I take some central points from the (...) philosophy of John Rawls and Hannah Arendt to explore under what conditions these online trials might be adequate. (shrink)

In response to the ravages perpetrated on planet earth by the single-minded pursuit of short-term business bottomline, the author outlines the keynotes of shifting consciousness about economics in the West. She points out the new upsurge of active interest in finer values, including spirituality in business circles. With out a spiritual compass to guide, industrialization has been fostering disvalues. The impact of Eastern reli gions, and their emphasis on the inner self, on American thinking has of late become very strong. (...) The paper also draws atiention to Gandhi's trusteeship concept, and to the successful spiritual experiments done at Nagarjuna Fertilizers Ltd. She, however, has doubts whether business will changes its ways by itself unless something more powerful forces it to do so. (shrink)

Resemblances obtain not only between objects but between properties. Resemblances of the latter sort - in particular resemblances between quantitative properties - prove to be the downfall of a well-known theory of universals, namely the one presented by David Armstrong. This paper examines Armstrong's efforts to account for such resemblances within the framework of his theory and also explores several extensions of that theory. All of them fail.

Is it enough? Reflecting on a prepandemic monograph on vaccine hesitancy two years into the COVID-19 pandemic demands answer to the questions whether the analysis still holds and whether it offers sufficient resources to address the current situation. Maya J. Goldenberg's Vaccine Hesitancy: Public Trust, Expertise, and the War on Science argues that vaccines are about much more than vaccines, and vaccine hesitancy reflects the cultural anxieties of the moment. The global attention and geopolitical reach of COVID-19 vaccination has (...) further elevated vaccines as an outsized symbol of this political moment of sharp polarization, conflict... (shrink)

This paper examines the conclusions that one must draw from the finding that there are values in science. The value-ladenness of scientific claims puts the nature and role of empirical evidence into question, as seen in recent discussions in the philosophy of medicine regarding evidence-based medicine and feminist science studies, which maintains the normativity of its feminist claims. Within the critical literature and debates surrounding evidence-based medicine (EBM), one finds a championing of the lessons learned from post-positivist science studies: the (...) evidence-based effort to ground medical decision-making in the most rigorous sources of scientific evidence obscures the social values that necessarily enter into all decision-making contexts, the complex social context of clinical practice being no exception. The critics of EBM claim that to try to derive a formal methodology governed by pre-established rules, guidelines, and hierarchies of information misplaces the contextual and social features of biomedical knowledge and practice, thereby obscuring the power interests that so problematically dictate large factions of biomedical research and practice. Yet possible relativist implications follow from this finding, and we find that the EBM critics amply criticize EBM’s tacit theory of evidence, but then fail to formulate a constructive alternative theory of evidence within this fact-value interplay. After overviewing some such criticisms of evidence-based medicine, I turn to contemporary critical science studies, especially the feminist empiricism of Lynn Hankinson Nelson and Helen Longino, for workable alternative theories of evidence within a framework of normative scientific claims. I will suggest these theories fail to guide medical decision-making because of some undesirable consequences of Quinean fact-value holism: the denial that our values have logical content and are therefore not empirically examinable relativises even these nuanced conceptions of evidence. A naturalized look at how facts and values actually interact in medical decision-making suggests that this fact/value holism is not realistic. I provide an illustrative example of a physician devising a treatment recommendation for a patient to demonstrate that in practice, facts and values intermingle in the decision-making process without indeterminacy and subsequent appeals to moral and political frameworks, as feminist empiricism suggests. In the end, value-laden evidence can retain its adjudicative force and normativity. (shrink)

This book offers an interdisciplinary approach to religion and psychology, including a compelling denouement that reveals new narratives about longstanding rumours in the early history of the psychoanalytic movement. This volume demonstrates that the first generation of psychoanalysts succeeded in writing themselves into the history of religious thought and sacralizing the origins of psychoanalysis.

En las últimas décadas, el uso exponencial de Internet ha generado en la población mundial el miedo de ser vigilados por los gobiernos locales o extranjeros. Países como Corea del sur y China hacen ya uso de una potente red de datos y de múltiples cámaras de reconocimiento facial para rastrear a su población. Estos mecanismos de cibervigilancia fueron criticados por los ciudadanos, los pensadores y los dirigentes de Europa y América argumentando, principalmente, que el “modelo chino” encarna una violación (...) de los derechos humanos. La cibervigilancia y la transferencia de datos son ya utilizados en los países occidentales, sin embargo, su uso no viola ningún derecho humano pues se emplea para rastrear, vigilar y expulsar a los “migrantes clandestinos”. El presente trabajo busca demostrar cómo el desarrollo tecnológico actual está vinculado a la experimentación con figuras no-humanas, como es el caso de los migrantes clandestinos quienes personifican una especie de conejillos de Indias para los experimentos digitales de las potencias europeas. In the last decades, the exponential use of the Internet has stimulated in the world population the fear of being watched by local or foreign governments. Countries like South Korea and China already use a powerful data network and multiple facial recognition cameras to track their populations. These cyber surveillance mechanisms were criticized by citizens, thinkers and various leaders from Europe and America, arguing mainly that the “Chinese model” embodies a violation of human rights. Cyber surveillance and data transfer are already used in Western countries; however, its use does not violate any human right because it is used to track, monitor and expel "clandestine migrants". The present work seeks to demonstrate how current technological development is linked to experimentation with non-human figures, as is the case of clandestine migrants who personify a kind of guinea pig for digital experiments by European powers. (shrink)

Nursing as a profession seems to avoid considering the problem of racism. There is, however, a need to address this topic and to evaluate its implications for nursing practice. This article attempts to establish a rationale for nursing to address racism and introduce it into academic discourse. The results of a small-scale study by the author are analysed and the implications for ethical-moral reasoning in nursing practice are discussed in relation to professional codes of conduct developed by nurses’ professional organizations (...) in the UK and elsewhere. (shrink)

This paper offers a theoretical discussion on why the nursing profession has had a delayed response to the issue of climate change. We suggest this delay may have been influenced by the early days of nursing's professionalization. Specifically, we examine nursing's professional mandate, the generally accepted metaparadigm, and the grand theorists’ conceptualizations of both the environment and the nurse–environment relationship. We conclude that these works may have encouraged nurses to conceptualize the environment, as well as their relationship with it, mainly (...) in terms of the individual patient, and as such, nurses have not been encouraged to understand these concepts from a broader perspective. By not having the philosophical and theoretical foundations to understand the environment in relation to society, it is not surprising that nurses have had a delayed response to climate change and may not have viewed it as a professional concern. A planetary health perspective is suggested as a theoretical basis for nursing education, research and practice. Taking on a planetary health perspective could help nurses progress the profession and move healthcare systems towards supporting a climate‐resilient future. (shrink)

Background The increase in empirical methods of research in bioethics over the last two decades is typically perceived as a welcomed broadening of the discipline, with increased integration of social and life scientists into the field and ethics consultants into the clinical setting, however it also represents a loss of confidence in the typical normative and analytic methods of bioethics. Discussion The recent incipiency of "Evidence-Based Ethics" attests to this phenomenon and should be rejected as a solution to the current (...) ambivalence toward the normative resolution of moral problems in a pluralistic society. While "evidence-based" is typically read in medicine and other life and social sciences as the empirically-adequate standard of reasonable practice and a means for increasing certainty, I propose that the evidence-based movement in fact gains consensus by displacing normative discourse with aggregate or statistically-derived empirical evidence as the "bottom line". Therefore, along with wavering on the fact/value distinction, evidence-based ethics threatens bioethics' normative mandate. The appeal of the evidence-based approach is that it offers a means of negotiating the demands of moral pluralism. Rather than appealing to explicit values that are likely not shared by all, "the evidence" is proposed to adjudicate between competing claims. Quantified measures are notably more "neutral" and democratic than liberal markers like "species normal functioning". Yet the positivist notion that claims stand or fall in light of the evidence is untenable; furthermore, the legacy of positivism entails the quieting of empirically non-verifiable considerations like moral claims and judgments. As a result, evidence-based ethics proposes to operate with the implicit normativity that accompanies the production and presentation of all biomedical and scientific facts unchecked. Summary The "empirical turn" in bioethics signals a need for reconsideration of the methods used for moral evaluation and resolution, however the options should not include obscuring normative content by seemingly neutral technical measure. (shrink)

The United States’ ambitious Precision Medicine Initiative proposes to accelerate exponentially the adoption of precision medicine, an approach to health care that tailors disease diagnosis, treatment, and prevention to individual variability in genes, environment, and lifestyle. It aims to achieve this by creating a cohort of volunteers for precision medicine research, accelerating biomedical research innovation, and adopting policies geared toward patients’ empowerment. As strategies to implement the PMI are formulated, critical consideration of the initiative's ethical and sociopolitical dimensions is needed. (...) Drawing on scholarship of nationalism and democracy, we discuss the PMI's construction of what we term “genomic citizenship”; the possible normative obligations arising therefrom; and the ethical, legal, and social challenges that will ensue. Although the PMI is a work in progress, discussion of the existing and emerging issues can facilitate the development of policies, structures, and procedures that can maximize the initiative's ability to produce equitable and socially sensitive outcomes. Our analysis can also be applied to other population-based, precision medicine research programs. (shrink)

La Teoría estética de Adorno es uno de los más logrados intentos por llevar el arte moderno a su concepto. Su punto de partida es el reconocimiento del carácter social del hecho estético así como la resistencia del arte moderno respecto de cualquier finalidad social. Este doble carácter (de hecho social y autonomía) constituye al arte como un elemento crítico al interior de lo social, con lo que el intento de conceptualización toma la deriva de la crítica social. La naturaleza (...) de la crítica estética hace que el arte medie entre lo social y la utopía. (shrink)

Corporeality: Emergent consciousness within its spatial dimensions develops our understanding of what we can experience through our bodies in relation to the space around us. Rather than considering architecture as being about manifestation and mediation of fixed meanings, the book focuses instead on architectural space as a field that envelopes us incessantly, intimately, and affectively. We are in immediate contact with that space, and the way we relate to it determines how we are able to grasp the realities of the (...) social and material worlds around us. This enquiry considers architectural space and its impact on and relation to us from a range of disciplines and perspectives, leading from space to sense and to sensibility. The theatre becomes a central point of reference on this journey, allowing us to understand how space “works” by linking concrete spatial conditions to corresponding “forms of experience”. It allows showing how the ways we feel, think, and act emerge from within the rich texture of the pre-conscious and non-contemplative. That texture is induced and nourished by our bodily encounters with space. Offering a view of how immediate experience is generated in the body, this book enhances empirical research into the links between space, body, experience and consciousness. Maya Nanitchkova Öztürk is Associate Professor in Theory and Criticism of Architecture. Her academic interests and publications focus on space-body relationships and experience of space/place, as grounds for developing analytical methodologies and interdisciplinary links in discourse, and teaching. She works at Bilkent University (Ankara), Faculty of Art, Design and Architecture, Department of Interior Architecture and Environmental Design. She is on the editorial boards of ISI journal Space and Culture, and the web-journal Consciousness, Literature and the Arts. (shrink)