This paper develops an account of the opacity problem in medical machine learning (ML). Guided by pragmatist assumptions, I argue that opacity in ML models is problematic insofar as it potentially undermines the achievement of two key purposes: ensuring generalizability and optimizing clinician–machine decision-making. Three opacity amelioration strategies are examined, with explainable artificial intelligence (XAI) as the predominant approach, challenged by two revisionary strategies in the form of reliabilism and the interpretability by design. Comparing the three strategies, I argue that (...) interpretability by design is most promising to overcome opacity in medical ML. Looking beyond the individual opacity amelioration strategies, the paper also contributes to a deeper understanding of the problem space and the solution space regarding opacity in medical ML. (shrink)

This paper is about the semantic analysis of referentially opaque verbs like seek and owe that give rise to nonspecific readings. It is argued that Montague's categorization (based on earlier work by Quine) of opaque verbs as properties of quantifiers runs into two serious difficulties: the first problem is that it does not work with opaque verbs like resemble that resist any lexical decomposition of the seek ap try to find kind; the second one is that it wrongly predicts de (...) dicto (i.e. narrow scope) readings due to quantified noun phrases in the object positions of such verbs. It is shown that both difficulties can be overcome by an analysis of opaque verbs as operating on properties. This is a strongly modified version of a paper entitled lsquoDo We Bear Attitudes towards Quantifiers?rsquo that I have presented at conferences in Gosen (Gesellschaft für Sprachwissenschaft), Ithaca (SALT I), and Konstanz (Lexikon). I owe a special debt to Hans Kamp and Arnim von Stechow for shaping my views on the subject of this paper during the past ten years or so. Comments from and discussions with the following friends and colleagues have also led to considerable improvements: Heinrich Beck, Steve Berman, David Dowty, Veerle van Geenhoven, Fritz Hamm, Irene Heim, Wolfgang Klein, Angelika Kratzer, Michael Morreau, Barbara Partee, Mats Rooth, Roger Schwarzschild, Wolfgang Sternefeld, Emil Weydert, Henk Zeevat, and three referees. (shrink)

Archaeology can provide two bodies of information relevant to the understanding of the evolution of human cognition – the timing of developments, and the evolutionary context of these developments. The challenge is methodological. Archaeology must document attributes that have direct implications for underlying cognitive mechanisms. One example of such a cognitive archaeology is found in spatial cognition. The archaeological record documents an evolutionary sequence that begins with ape-equivalent spatial abilities 2.5 million years ago and ends with the appearance of modern (...) abilities in the still remote past of 400,000 years ago. The timing of these developments reveals two major episodes in the evolution in spatial ability, one, 1.5 million years ago and the other, one million years later. The two episodes of development in spatial cognition had very different evolutionary contexts. The first was associated with the shift to an open country adaptive niche that occurred early in the time range of Homo erectus. The second was associated with no clear adaptive shift, though it does appear to have coincided with the invasion of more hostile environments and the appearance of systematic hunting of large mammals. Neither, however, occurred in a context of modern hunting and gathering. Key Words: Archaeology; evolution; Homo erectus; spatial cognition; symmetry. (shrink)

In this book Han Thomas Adriaenssen offers the first comparative exploration of the sceptical reception of representationalism in medieval and early modern philosophy. Descartes is traditionally credited with inaugurating a new kind of scepticism by saying that the direct objects of perception are images in the mind, not external objects, but Adriaenssen shows that as early as the thirteenth century, critics had already found similar problems in Aquinas's theory of representation. He charts the attempts of philosophers in both periods (...) to grapple with these problems, and shows how in order to address the challenges of scepticism and representation, modern philosophers in the wake of Descartes often breathed new life into old ideas, remoulding them in ways that we are just beginning to understand. His book will be valuable for historians interested in the medieval background to early modern thought, and to medievalists looking at continuity with the early modern period. -/- . (shrink)

Fifty years ago J. J. C. Smart published his pioneering paper, “Sensations and Brain Processes.” It is appropriate to mark the golden anniversary of Smart’s publication by considering how well his article has stood up, and how well the identity theory itself has fared. In this paper I first revisit Smart’s text, reflecting on how it has weathered the years. Then I consider the status of the identity theory in current philosophical thinking, taking into account the objections and replies that (...) Smart discussed as well as some that he did not anticipate. Finally, I offer a brief manifesto for the identity theory, providing a small list of the claims that I believe contemporary identity theorist should accept. As it turns out, these are more or less the ones that Smart defended fifty years ago. (shrink)

This essay explores the nature and neurological basis of creativity in technical production. After presenting a model of expert technical cognition based in cognitive anthropology and cognitive psychology, the authors propose that craft production has three inherent sources of novelty — procedural drift, serendipitous error and fiddling. However, these are quite limited in their creative potential, which may help explain the virtual absence of innovation over the long millennia of the Palaeolithic. Innovation can be far more rapid and effective via (...) invention, which requires folk theories of causation and adequate working memory capacity, all fairly recent evolutionary developments. The neurological basis of expert technical cognition lies in well-known cortical and sub-cortical structures, but recent research has established a provocative role for the cerebellum in the formulation of novel arrangements. (shrink)

Leo Strauss's controversial writings have long exercised a profound subterranean cultural influence. Now their impact is emerging into broad daylight, where they have been met with a flurry of poorly informed, often wildly speculative, and sometimes rather paranoid pronouncements. This book, written as a corrective, is the first accurate, non-polemical, comprehensive guide to Strauss's mature political philosophy and its intellectual influence. Thomas L. Pangle opens a pathway into Strauss's major works with one question: How does Strauss's philosophic thinking contribute (...) to our democracy's civic renewal and to our culture's deepening, critical self-understanding? This book includes a synoptic critical survey of writings from scholars who have extended Strauss's influence into the more practical, sub-philosophic fields of social and political science and commentary. Pangle shows how these analysts have in effect imported Straussian impulses into a "new" kind of political and social science. (shrink)

The purpose of this study is to compile a selection of the various formalisms found in conversation theory to introduce readers to Pask's discursive algebra. In this way, the text demonstrates how concept sharing and concept formation by means of the interaction of two participants may be formalized. The approach taken in this study is to examine the formal notation system used by Pask and demonstrate how such formalisms may be used to represent concept sharing and concept formation through conversation. (...) The compilation of the discursive algebra using the framework provided by conversation theory could potentially be used as an auxiliary framework to study conversational interactions in multi-agent systems theory. (shrink)

The President's Council on Bioethics has recently released a report supportive of the continued use of brain death as a criterion for human death. The Council's conclusions were based on a conception of life that stressed external work as the fundamental marker of organismic life. With respect to human life, it is spontaneous respiration in particular that indicates an ability to interact with the external environment, and so indicates the presence of life. Conversely, irreversible apnoea marks an inability to carry (...) out the necessary work of life, an inability which the Council considers an indicator of death. This conception has been conceived to circumvent criticisms of the previous model of loss of somatic integration, a model the Council admits that, in the presence of evidence of continuing functional integration in brain dead patients, was looking less than convincing. Nevertheless, by focusing on external work and ignoring the more essential work of integrative unity, the Council's conception of the nature of life is untenable, and of no assistance in supporting a relation of equivalence between the concepts of brain death and death. Consequently, the Council's conclusions do little to advance the definition of death debate, a potentially intractable debate that may necessitate the investigation of alternate ethical justifications for organ harvesting. (shrink)

One important aspect of globalization is the increasingly dense and influential regime of global rules that govern and shape interactions everywhere. Covering trade, investment, loans, patents, copyrights, trademarks, labor standards, environmental protection, use of seabed resources, production and marketing of weapons, maintenance of public security, and much else, these rules—structuring and enabling, permitting and constraining—have a profound impact on the lives of human beings and on the ecology of our planet. It is therefore important to think carefully, in moral terms, (...) about their design. (shrink)

This chapter contains sections titled: I II Bibliography.

External cues and internal configuration states are the likely instigators of involuntary autobiographical memories (IAMs) and déjà vu experience. Indeed, Barzykowski and Moulin discuss relevant neuroscientific evidence in this direction. A complementary line of enquiry and evidence is the study of inhibition and its role in memory retrieval, and particularly how its (dys)function may contribute to IAMs and déjà vu.

This article reinvigorates a key question in publication ethics: Is there research that it is permissible to conduct but that ought not to be published? The article raises the question in relation to two recent medical studies. It is argued that the publication of these studies may cause significant harm to individuals, that editors of medical journals have a moral responsibility for such harm, that denial of publication is inadequate as an instrument to fulfil this moral responsibility and that internationally (...) acknowledged publication ethics codes should incorporate this aspect of editors’ moral responsibility. (shrink)

This special issue on general proof theory collects papers resulting from the conference on general proof theory held in November 2015 in Tübingen.

Environmental ethicists rarely discuss the morality of using illegal tactics to protect the environment. Yet ecosabotage (or monkeywrenching) is the topic of numerous articles and books in the popular press. In this paper I examine what I consider to be the three strongest arguments against destroying property as a means of defending the environment: the social fabric argument, the argument for moral consistency, and the generalisation argument. I conclude that none of them provides an a priori obstacle to a consequentialist (...) justification of particular acts of ecosabotage. Then I sketch a version of constrained utilitarianism, which is capable, at least in principle, of justifying some acts of strategic ecosabotage in a democratic society. (shrink)

Did the liberal art disciplines at American universities have the highest failure rate between the 1970s and the early 2000s? Important theoretical traditions indeed believe that the liberal arts are the most threatened disciplines in the academy, while other theories have differing views. This paper reexamines the vulnerability of academic disciplines by assessing new data. It focuses on the closing of academic departments and programs, and it uses event history analysis to show that practical arts departments and programs failed at (...) a much higher rate than liberal arts departments and programs. In doing so, this paper raises important questions about how American universities are changing during a time of budget cuts and retrenchment. (shrink)

I argue against the strategy recently proposed by Ben Colburn for reconciling two apparently conflicting theses, the “Autonomy Claim” and “Anti-Perfectionism.” The strategy turns on demonstrating that the conception of Anti-Perfectionism that captures the intuitions of most anti-perfectionists is not opposed to state promotion of what Colburn calls “second-order values,” and that autonomy is just such a value. I object that Anti-Perfectionism should be understood as opposed to some second-order values, and that autonomy is just such a value.

It is a violation of legitimate academic freedom to attempt to link Catholicism to a particular school of economic thought and shut down all further debate. Whether the realm of human choice, which economics describes, is subject to an array of cause-and-effect relationships is obviously a matter for human reason to determine. From there, reason can then investigate these relationships. Although economic policy has a moral dimension, economics as a positive scienceconsists merely of an edifice of cause-and-effect relationships, and to (...) that extent is as autonomous as the purely descriptive sides of all other sciences. (shrink)

The American Journal of Bioethics, Volume 11, Issue 8, Page 56-58, August 2011.

We inhabit this world with large numbers of people who are very badly off through no fault of their own. The statistics are overwhelming: “Two out of five children in the developing world are stunted, one in three is underweight and one in ten is wasted.”1 Some 250 million children between 5 and 14 do wage work outside their family — often under harsh or cruel conditions: as soldiers, prostitutes, or domestic servants, or in agriculture, construction, textile or carpet production.2 (...) In 1998, out of a total of 5900 million human beings,3 some 2800 million lived below $2/day, and nearly 1200 million of these below the $1/day international poverty line.4 Some 799 million are undernourished, 1000 million lack access to safe water, 2400 million lack access to basic sanitation, and 876 million adults are illiterate.5 More than 880 million lack access to basic health services.6 Approximately 1000 million have no adequate shelter and 2000 million no electricity.7 Roughly one third of all human deaths, some 50,000 daily, are due to poverty-related causes, easily preventable through better nutrition, safe drinking water, vaccines, cheap re-hydration packs and antibiotics.8 “Worldwide 34,000 children under age five die daily from hunger and preventable diseases.”9.. (shrink)

Human dignity defines the foundation of mutual respect between persons in the law. In German constitutional law it defends a realm of individual freedom and inviolable protection against the interests of the collective. Dignity as a legal concept is not a good to be balanced or weighed against other goods, but a prohibition norm, not a reason but a constraint, thus guaranteeing a non-consequentialist and especially a non-utilitarian understanding of basic rights.

Augustine’s important work De uera religione has been frequently read for its Neoplatonic resonances. However, there is much in the work that cannot be reduced to this reading. Themes such as the importance of the common and public dimension of uera religio, the significance of history, and the function of ‘true religion’ toward the training and renewal of the whole human, are topoi that reveal the dynamic structure of the work. A consideration of these themes in uera rel. brings into (...) full relief Augustine’s answer to why God acted in time and through history for the whole human race and helps to explain Augustine’s complex articulation of Christianity in the work. (shrink)