Broadening access to both computational and educational resources is crit- ical to diffusing machine learning (ML) innovation. However, today, most ML resources and experts are siloed in a few countries and organizations. In this article, we describe our pedagogical approach to increasing access to applied ML through a massive open online course (MOOC) on Tiny Machine Learning (TinyML). We suggest that TinyML, applied ML on resource-constrained embedded devices, is an attractive means to widen access because TinyML leverages low-cost and globally (...) accessible hardware and encourages the development of complete, self-contained applications, from data collection to deployment. To this end, a collaboration between academia and industry produced a four part MOOC that provides application-oriented instruction on how to develop solutions using TinyML. The series is openly available on the edX MOOC platform, has no prerequisites beyond basic programming, and is designed for global learners from a variety of backgrounds. It introduces real-world applications, ML algorithms, data-set engineering, and the ethi- cal considerations of these technologies through hands-on programming and deployment of TinyML applications in both the cloud and on their own microcontrollers. To facili- tate continued learning, community building, and collaboration beyond the courses, we launched a standalone website, a forum, a chat, and an optional course-project com- petition. We also open-sourced the course materials, hoping they will inspire the next generation of ML practitioners and educators and further broaden access to cutting-edge ML technologies. (shrink)

Evidence‐based medicine (EBM) proponents have argued that mechanistic evidence concerning medical treatments should be considered secondary to evidence derived from randomized controlled trials (RCTs). One common criticism of RCTs is that they often do not yield results that are generalizable to clinical practice, and that for clinical practice application, mechanistic evidence is needed. However, proponents of EBM have argued that mechanistic reasoning is often unreliable and thus not very useful. Here we suggest an important role of mechanistic explanation that has (...) been left out of this discussion entirely, namely, its importance in a patient’s decision of whether or not to take certain drugs. We argue that in certain cases, knowing how a treatment works is just as important for the patient as knowing whether it does. In this paper, we explore how and why giving patients mechanistic information can be an important factor in obtaining informed consent for medical treatment, focusing on the example case of hormonal contraceptives. (shrink)

A revision of George Kennedy's translation of, introdution to, and commentary on Aristotle's On Rhetoric. His translation is most accurate, his general introduction is the most thorough and insightful, and his brief introductions to sections of the work, along with his explanatory footnotes, are the most useful available.

We sometimes strive to achieve difficult goals when our evidence suggests that success is unlikely – not just because it will require strength of will, but because we are targets of prejudice and discrimination or because success will require unusual ability. Optimism about one’s prospects can be useful for persevering in these cases. That said, excessive optimism can be dangerous; when our evidence is unfavourable, we should be at most agnostic about whether we will succeed. This paper explores the nature (...) and rational significance of agnostic practical commitments. Most importantly, the rationality of striving against the odds can depend on investing in a plan for failure: a plan B. I aim to make headway on an account of what backup plans are, how they are related to primary plans, and whether the standard norms of plan rationality apply to our agnostic commitments. (shrink)

The classical tradition of testimony in topics -- Three medieval traditions : Augustine, Boethius, and Cassiodoras -- Two renaissance traditions : Ciceronian and Augustinian -- The long influence of the port-royal logic -- Appreciating Aristotle : Thomists, Scots, and Oxford noetics -- Testimony becomes experience : the rise of critical thinking.

The prospect of using genome technologies to modify the human germline has raised profound moral disagreement but also emphasizes the need for wide-ranging discussion and a well-informed policy response. The Hinxton Group brought together scientists, ethicists, policymakers, and journal editors for an international, interdisciplinary meeting on this subject. This consensus statement formulated by the group calls for support of genome editing research and the development of a scientific roadmap for safety and efficacy; recognizes the ethical challenges involved in clinical reproductive (...) applications of genome editing but, importantly, rejects the idea that human reproductive germline modification is necessarily morally unacceptable; and highlights the importance of meaningful engagement in discussions of genome editing and the development of regulation and oversight mechanisms to govern future uses of such technologies. (shrink)

Does Augustine put his finger on time? -- Time for history -- Determination -- Self-determination -- Time, knowledge and truth.

The first major publication in English on the bamboo slips excavated from a late fourth century B.C. Chu-state tomb at Guodian, Hubei, in 1993. The slip texts include both Daoist and Confucian works, many previously unknown. Thie monograph is a full account of the international conference held on these texts, at which leading scholars from China, the United States, Europe, and Japan analyzed the Laozi materials and a previously unknown cosmological text. In addition, the contents include nine essays on topics (...) such as the archaeological background of the discovery, conservation of the slip-texts, and the relation of the Guodian Laozi materials to the received Laozi text. An annotated edition of the Guodian Laozi materials and the cosmological text are included, as well as a critical bibliography with summary of Chinese scholarship on the Guodian texts in the year following the conference. (shrink)

In order to be a self-governing agent, a person must govern the process by means of which she acquires the intention to act as she does. But what does governing this process require? The standard compatibilist answers to this question all assume that autonomous actions differ from nonautonomous actions insofar as they are a more perfect expression of the agent’s agency. I challenge this conception of autonomous agents as super agents. The distinguishing feature of autonomous agents is, I argue, the (...) nonagential role they play in the formation of their intentions. I offer an account of the relevant role. (shrink)

Since Mill's seminal work On Liberty, philosophers and political theorists have accepted that we should respect the decisions of individual agents when those decisions affect no one other than themselves. Indeed, to respect autonomy is often understood to be the chief way to bear witness to the intrinsic value of persons. In this book, Sarah Conly rejects the idea of autonomy as inviolable. Drawing on sources from behavioural economics and social psychology, she argues that we are so often irrational (...) in making our decisions that our autonomous choices often undercut the achievement of our own goals. Thus in many cases it would advance our goals more effectively if government were to prevent us from acting in accordance with our decisions. Her argument challenges widely held views of moral agency, democratic values and the public/private distinction, and will interest readers in ethics, political philosophy, political theory and philosophy of law. (shrink)

Introduction: Thinking, writing, and reading about the real -- Dialectic and the real : Lacan, Hegel, and the alchemy of après-coup -- 'Reality' and the real : culture as anamorphosis -- The real of sexual difference : imagining, thinking, being -- Ethics and the real : the ungodly virtues of psychoanalysis -- Politics, or, the art of the impossible.

Cyberfeminism and Artificial Life examines construction, manipulation and re-definition of life in contemporary technoscientific culture. It takes a critical political view of the concept of life as information, tracing this through the new biology and the changing discipline of artificial life and its manifestation in art, language, literature, commerce and entertainment. From cloning to computer games, and incorporating an analysis of hardware, software and 'wetware', Sarah Kember demonstrates how this relatively marginal field connects with, and connects up global networks (...) of information systems. As well as offering suggestions for the evolution of [cyber]feminism in Alife environments, the author identifies the emergence of posthumanism; an ethics of the posthuman subject mobilized in the tension between cold war and post-cold war politics, psychological and biological machines, centralized and de-centralized control, top-down and bottom-up processing, autonomous and autopoietic organisms, cloning and transgenesis, species-self and other species. Ultimately, this book aims to re-focus concern on the ethics rather than on the 'nature' of life-as-it-could-be. (shrink)

The increasing workplace use of artificially intelligent (AI) technologies has implications for the experience of meaningful human work. Meaningful work refers to the perception that one’s work has worth, significance, or a higher purpose. The development and organisational deployment of AI is accelerating, but the ways in which this will support or diminish opportunities for meaningful work and the ethical implications of these changes remain under-explored. This conceptual paper is positioned at the intersection of the meaningful work and ethical AI (...) literatures and offers a detailed assessment of the ways in which the deployment of AI can enhance or diminish employees’ experiences of meaningful work. We first outline the nature of meaningful work and draw on philosophical and business ethics accounts to establish its ethical importance. We then explore the impacts of three paths of AI deployment (replacing some tasks, ‘tending the machine’, and amplifying human skills) across five dimensions constituting a holistic account of meaningful work, and finally assess the ethical implications. In doing so we help to contextualise the meaningful work literature for the era of AI, extend the ethical AI literature into the workplace, and conclude with a range of practical implications and future research directions. (shrink)

A compelling argument for the morality of limitations on procreation in lessening the harmful environmental effects of unchecked populationWe live in a world where a burgeoning global population has started to have a major and destructive environmental impact. The results, including climate change and the struggle for limited resources, appear to be inevitable aspects of a difficult future. Mandatory population control might be a possible last resort to combat this problem, but is also a potentially immoral and undesirable violation of (...) human rights. Since so many view procreation as an essential component of the right to personal happiness and autonomy, the dominant view remains that the government does not have the right to impose these restrictions on its own citizens, for the sake of future people who have yet to exist.Sarah Conly is first to make the contentious argument that not only is it wrong to have more than one child in the face of such concerns, we do not even retain the right to do so. In One Child, Conly argues that autonomy and personal rights are not unlimited, especially if one's body may cause harm to anyone, and that the government has a moral obligation to protect both current and future citizens. Conly gives readers a thought-provoking and accessible exposure to the problem of population growth and develops a credible view of what our moral obligations really are, to generations present and future. (shrink)

Conceptual engineering is to be explained by appeal to the externalist distinction between concepts and conceptions. If concepts are determined by non-conceptual relations to objective properties rather than by associated conceptions (whether individual or communal), then topic preservation through semantic change will be possible. The requisite level of objectivity is guaranteed by the possibility of collective error and does not depend on a stronger level of objectivity, such as mind-independence or independence from linguistic or social practice more generally. This means (...) that the requisite level of objectivity is exhibited not only by natural kinds, but also by a wide range of philosophical kinds, social kinds and artefactual kinds. The alternative externalist accounts of conceptual engineering offered by Herman Cappelen and Derek Ball fall back into a kind of descriptivism which is antithetical to externalism and fails to recognise this basic level of objectivity. (shrink)

The third edition of this popular book has been updated to take account of the latest developments in policy and social work practice. It includes new sections on radical/emancipatory and postmodern approaches to ethics, analysis of the latest codes of ethics from over 30 different countries, additional case studies of ethical problems and dilemmas, practical exercises, and annotated further reading lists at the end of each chapter.

Generic generalizations such as ‘mosquitoes carry the West Nile virus’ or ‘sharks attack bathers’ are often accepted by speakers despite the fact that very few members of the kinds in question have the predicated property. Previous work suggests that such low-prevalence generalizations may be accepted when the properties in question are dangerous, harmful, or appalling. This paper argues that the study of such generic generalizations sheds light on a particular class of prejudiced social beliefs, and points to new ways in (...) which those beliefs might be undermined and combatted. (shrink)

The Ethics of Need: Agency, Dignity, and Obligation argues for the philosophical importance of the notion of need and for an ethical framework through which we can determine which needs have moral significance. In the volume, Sarah Clark Miller synthesizes insights from Kantian and feminist care ethics to establish that our mutual and inevitable interdependence gives rise to a duty to care for the needs of others. Further, she argues that we are obligated not merely to meet others’ needs (...) but to do so in a manner that expresses "dignifying care," a concept that captures how human interactions can grant or deny equal moral standing and inclusion in a moral community. She illuminates these theoretical developments by examining two cases where urgent needs require a caring and dignifying response: the needs of the elderly and the needs of global strangers. Those working in the areas of feminist theory, women’s studies, aging studies, bioethics, and global studies should find this volume of interest. (shrink)

A practical judgement is one which enjoys an internal, necessary relation to subsequent action or intention, and which can serve as a sufficient explanation of such action or intention. Does the phenomenon of weakness of will show that deliberation does not characteristically issue in such practical judgements? The author argues that the possibility of akrasia does not threaten the view that we make practical judgements, when the latter thesis is properly understood. Indeed, the author suggests that the alleged possibility of (...) global akrasia actually supports the practical‐judgement model over what she considers its main rival, a kind of ‘Humean externalism’ about practical reason. (shrink)

Twelve detailed essays were assembled by editor Sarah Armstrong, to help students obtain a balanced understanding of corporate corruption. Students will read whether global efforts against corruption are working, whether corporate profiteering is a source of environmental violence, and whether corporate rights work against the individual's rights.

The domain of professional ethics -- Virtue, ethics, and professional life -- Virtues, vices, and situations -- Professional wisdom -- Care -- Respectfulness -- Trustworthiness -- Justice -- Courage -- Integrity.

This book presents a straightforward account of disease, the problems of practice, and the moral, legal and financial questions in the field.

This discussion of Sergio Tenenbaum’s excellent book, Rational Powers in Action, focuses on two noteworthy aspects of the big picture. First, questions are raised about Tenenbaum’s methodology of giving primacy to cases in which the agent has all the requisite background knowledge, including knowledge of a means that will be sufficient for achieving her end, and no significant false beliefs. Second, the implications of Tenenbaum’s views concerning the rational constraints on revising our ends are examined.

Ducks lay eggs' is a true sentence, and `ducks are female' is a false one. Similarly, `mosquitoes carry the West Nile virus' is obviously true, whereas `mosquitoes don't carry the West Nile virus' is patently false. This is so despite the egg-laying ducks' being a subset of the female ones and despite the number of mosquitoes that don't carry the virus being ninety-nine times the number that do. Puzzling facts such as these have made generic sentences defy adequate semantic treatment. (...) However complex the truth conditions of generics appear to be, though, young children grasp generics more quickly and readily than seemingly simpler quantifiers such as `all' and `some'. I present an account of generics that not only illuminates the strange truth conditions of generics, but also explains how young children find them so comparatively easy to acquire. I then argue that generics give voice to our most cognitively primitive generalizations and that this hypothesis accounts for a variety of facts ranging from acquisition patterns to cross-linguistic data concerning the phonological articulation of operators. I go on to develop an account of the nature of these cognitively fundamental generalizations and argue that this account explains the strange truth-conditional behavior of generics. (shrink)

In this incisive study Sarah Broadie gives an argued account of the main topics of Aristotle's ethics: eudaimonia, virtue, voluntary agency, practical reason, akrasia, pleasure, and the ethical status of theoria. She explores the sense of "eudaimonia," probes Aristotle's division of the soul and its virtues, and traces the ambiguities in "voluntary." Fresh light is shed on his comparison of practical wisdom with other kinds of knowledge, and a realistic account is developed of Aristototelian deliberation. The concept of pleasure (...) as value-judgment is expounded, and the problem of akrasia is argued to be less of a problem to Aristotle than to his modern interpreters. Showing that the theoretic ideal of Nicomachean Ethics X is in step with the earlier emphasis on practice, as well as with the doctrine of the Eudemian Ethics, this work makes a major contribution towards the understanding of Aristotle's ethics. (shrink)

There are too many people on the planet. This isn’t a popular thing to say, but it’s becoming more and more obvious that it’s true, and that we need to do something to address it. Even in our radically unjust world, where billions of people do not have adequate access to food, water, energy, and other resources, we’re still living unsustainably—overcharging our ecological credit card and torching the climate. But discussing the link between these environmental problems and the population is (...) uncomfortable, because many people believe that procreation is an essentially private act that is morally and politically off-limits. In her new book, One Child, Sarah Conly argues that this belief is false: If... (shrink)

Named one of the Ten Best Books of 2016 by the New York Times, a spirited account of a major intellectual movement of the twentieth century and the revolutionary thinkers who came to shape it, by the best-selling author of How to Live Sarah Bakewell. Paris, 1933: three contemporaries meet over apricot cocktails at the Bec-de-Gaz bar on the rue Montparnasse. They are the young Jean-Paul Sartre, Simone de Beauvoir, and longtime friend Raymond Aron, a fellow philosopher who raves (...) to them about a new conceptual framework from Berlin called Phenomenology. "You see," he says, "if you are a phenomenologist you can talk about this cocktail and make philosophy out of it!" It was this simple phrase that would ignite a movement, inspiring Sartre to integrate Phenomenology into his own French, humanistic sensibility, thereby creating an entirely new philosophical approach inspired by themes of radical freedom, authentic being, and political activism. This movement would sweep through the jazz clubs and cafés of the Left Bank before making its way across the world as Existentialism. Featuring not only philosophers, but also playwrights, anthropologists, convicts, and revolutionaries, At the Existentialist Café follows the existentialists' story, from the first rebellious spark through the Second World War, to its role in postwar liberation movements such as anti-colonialism, feminism, and gay rights. Interweaving biography and philosophy, it is the epic account of passionate encounters--fights, love affairs, mentorships, rebellions, and long partnerships--and a vital investigation into what the existentialists have to offer us today, at a moment when we are once again confronting the major questions of freedom, global responsibility, and human authenticity in a fractious and technology-driven world. (shrink)

Community of philosophical inquiry (CPI) is a way of practicing philosophy in a group that is characterized by conversation; that creates its discussion agenda from questions posed by the conversants as a response to some stimulus (whether text or some other media); and that includes discussion of specific philosophers or philosophical traditions, if at all, only in order to develop its own ideas about the concepts under discussion. The epistemological conviction of community of philosophical inquiry is that communal dialogue, facilitated (...) by a philosophically educated person, recapitulates and reconstructs the major elements—and even the positions or claims—of the tradition, in one form or another, through the distributed thinking characteristic of dialogical discourse. The pedagogical locus of control of CPI is the group as a whole, which is understood as potentially self‐regulating through a process of ongoing dialectical transformation. The role of the facilitator is to act, among other things, from the Socratic “position of ignorance” as a bridge between concepts and arguments and as a trigger for conceptual system transformation. (shrink)

One of the main themes that has emerged from behavioral decision research during the past three decades is the view that people's preferences are often constructed in the process of elicitation. This idea is derived from studies demonstrating that normatively equivalent methods of elicitation (e.g., choice and pricing) give rise to systematically different responses. These preference reversals violate the principle of procedure invariance that is fundamental to all theories of rational choice. If different elicitation procedures produce different orderings of options, (...) how can preferences be defined and in what sense do they exist? This book shows not only the historical roots of preference construction but also the blossoming of the concept within psychology, law, marketing, philosophy, environmental policy, and economics. Decision making is now understood to be a highly contingent form of information processing, sensitive to task complexity, time pressure, response mode, framing, reference points, and other contextual factors. (shrink)

"One of the most careful and intensive among the introductory texts that can be used with a wide range of students. It builds remarkably sophisticated technical skills, a good sense of the nature of a formal system, and a solid and extensive background for more advanced work in logic.... The emphasis throughout is on natural deduction derivations, and the text's deductive systems are its greatest strength. Lemmon's unusual procedure of presenting derivations before truth tables is very effective." --Sarah Stebbins, (...) The Journal of Symbolic Logic. (shrink)

Using artificial intelligence (AI) to make decisions in human resource management (HRM) raises questions of how fair employees perceive these decisions to be and whether they experience respectful treatment (i.e., interactional justice). In this experimental survey study with open-ended qualitative questions, we examine decision making in six HRM functions and manipulate the decision maker (AI or human) and decision valence (positive or negative) to determine their impact on individuals’ experiences of interactional justice, trust, dehumanization, and perceptions of decision-maker role appropriate- (...) ness. In terms of decision makers, the use of human decision makers over AIs generally resulted in better perceptions of respectful treatment. In terms of decision valence, people experiencing positive over negative decisions generally resulted in better perceptions of respectful treatment. In instances where these cases conflict, on some indicators people preferred positive AI decisions over negative human decisions. Qualitative responses show how people identify justice concerns with both AI and human decision making. We outline implications for theory, practice, and future research. (shrink)

Among the many practical failures that threaten us, weakness of will or akrasia is often considered to be a paradigm of irrationality. The eleven new essays in this collection, written by an excellent international team of philosophers, some well-established, some younger scholars, give a rich overview of the current debate over weakness of will and practical irrationality more generally. Issues covered include classical questions such as the distinction between weakness and compulsion, the connection between evaluative judgement and motivation, the role (...) of emotions in akrasia, rational agency, and the existence of the will. The also include new topics, such as group akrasia, strength of will, the nature of correct choice, the structure of decision theory, the temporality of prudential reasons, and emotional rationality. Because these questions cut across philosophy of mind and ethics, the collection will be essential reading for scholars, postgraduates, and upper-level undergraduates in both these fields. (shrink)

The psychological contract refers to the implicit and subjective beliefs regarding a reciprocal exchange agreement, predominantly examined between employees and employers. While contemporary contract research is investigating a wider range of exchanges employees may hold, such as with team members and clients, it remains silent on a rapidly emerging form of workplace relationship: employees’ increasing engagement with technically, socially, and emotionally sophisticated forms of artificially intelligent (AI) technologies. In this paper we examine social robots (also termed humanoid robots) as likely (...) future psychological contract partners for human employees, given these entities transform notions of workplace technology from being a tool to being an active partner. We first overview the increasing role of robots in the workplace, particularly through the advent of sociable AI, and synthesize the literature on human–robot interaction. We then develop an account of a human-social robot psychological contract and zoom in on the implications of this exchange for the enactment of reciprocity. Given the future focused nature of our work we utilize a thought experiment, a commonly used form of conceptual and mental model reasoning, to expand on our theorizing. We then outline potential implications of human-social robot psychological contracts and offer a range of pathways for future research. (shrink)

This book explores the far-reaching ethical implications of recent changes in the organization and practice of the social professions, including social work, community and youth work. Drawing on moral philosophy, professional ethics and new empirical research, the author explores such questions as: * Can any occupation justifiably claim a special set of ethics? * What is the impact of the new 'ethics of distrust' on the autonomy discretion and creativity of practitioners? * How does inter-professional working challenge conceptions of professional (...) identities and roles? * Do 'professional ethics' act as an obstruction to constructive developments? Combing interviews with practitioners with developments in ethical theory, Ethics, Accountability and the Social Professions shows the complexity and range of issues at stake. (shrink)

Gils-Schmidt and Salloch recognise that human and climate health are inextricably linked, and that mitigating healthcare-associated climate harms is essential for protecting human health.1 They argue that physicians have a duty to consider how their own practices contribute to climate change, including during their interactions with patients. Acknowledging the potential for conflicts between this duty and the provision of individual patient care, they propose the application of Korsgaard’s neo-Kantian account of practical identities to help navigate such scenarios. In this commentary, (...) we argue that by focusing attention on this physician–patient level, the authors overlook the complexity of climate change, both within the healthcare sector and beyond. We recognise the importance of individual agency in tackling this issue, and we also recognise that the authors do briefly acknowledge the importance of considering these broader complexities; however, we emphasise the need for climate and health discussions/action to be situated in a wider framework of systemic change. Our concern is that overemphasis on patient-level interactions risks normalising the prioritisation of individual-level approaches to addressing climate change, detracting from such a broader approach. Physician training emphasises the need for trust, confidentiality and shared decision-making in the doctor–patient relationship. …. (shrink)

'I know what you're thinking' is a fascinating exploration into the neuroscientific evidence on 'mind reading'.

In this paper I trace the dialogical and narrative dimensions of the philosophical tradition and explore how they are reconfigured in the notion of community of philosophical inquiry (CPI), the mainstay of the collection of novels and discussion plans known as Philosophy for Children. After considering the ontology and epistemology of dialogue, I argue that narrative has replaced exposition in our understanding of philosophical discourse and that CPI represents a narrative context in which truth comes to represent the best story, (...) in a discursive location in which there are always multiple stories. Finally, I raise the issue of children's philosophical voice. Can children philosophize, and if they can, do they do so in a voice different from adults'? If so, what are the distinctive features of that voice? I assert that it is children's historical marginalization in the Western construction of rationality that now – as that rationality undergoes its crisis – makes of them, like women and other “natives,” privileged strangers to the tradition, who are, through CPI, enabled to enter it through dialogue and narrative. (shrink)

Plato's Timaeus is one of the most influential and challenging works of ancient philosophy to have come down to us. Sarah Broadie's rich and compelling study proposes new interpretations of major elements of the Timaeus, including the separate Demiurge, the cosmic 'beginning', the 'second mixing', the Receptacle and the Atlantis story. Broadie shows how Plato deploys the mythic themes of the Timaeus to convey fundamental philosophical insights and examines the profoundly differing methods of interpretation which have been brought to (...) bear on the work. Her book is for everyone interested in Ancient Greek philosophy, cosmology and mythology, whether classicists, philosophers, historians of ideas or historians of science. It offers new findings to scholars familiar with the material, but it is also a clear and reliable resource for anyone coming to it for the first time. (shrink)

Nudges are small changes in the presentation of options that make a predictable impact on people's decisions. Proponents of nudges often claim that they are justified as paternalistic interventions that respect autonomy: they lead people to make better choices, while still letting them choose for themselves. However, existing work on nudges ignores the possibility of “hard choices”: cases where a person prefers one option in some respects, and another in other respects, but has no all‐things‐considered preference between the two. In (...) this paper, I argue that many significant medical decisions are hard choices that provide patients with an opportunity to exercise a distinctive sort of “formative autonomy” by settling their preferences and committing themselves to weigh their values in a particular way. Since nudges risk infringing formative autonomy by depriving patients of this opportunity, their use in medical contexts should be sensitive to this risk. (shrink)