We are sceptical of concerns over the opacity of algorithmic decision tools. While transparency and explainability are certainly important desiderata in algorithmic governance, we worry that automated decision-making is being held to an unrealistically high standard, possibly owing to an unrealistically high estimate of the degree of transparency attainable from human decision-makers. In this paper, we review evidence demonstrating that much human decision-making is fraught with transparency problems, show in what respects AI fares little worse or better and argue that (...) at least some regulatory proposals for explainable AI could end up setting the bar higher than is necessary or indeed helpful. The demands of practical reason require the justification of action to be pitched at the level of practical reason. Decision tools that support or supplant practical reasoning should not be expected to aim higher than this. We cast this desideratum in terms of Daniel Dennett’s theory of the “intentional stance” and argue that since the justification of action for human purposes takes the form of intentional stance explanation, the justification of algorithmic decisions should take the same form. In practice, this means that the sorts of explanations for algorithmic decisions that are analogous to intentional stance explanations should be preferred over ones that aim at the architectural innards of a decision tool. (shrink)

The danger of human operators devolving responsibility to machines and failing to detect cases where they fail has been recognised for many years by industrial psychologists and engineers studying the human operators of complex machines. We call it “the control problem”, understood as the tendency of the human within a human–machine control loop to become complacent, over-reliant or unduly diffident when faced with the outputs of a reliable autonomous system. While the control problem has been investigated for some time, up (...) to this point its manifestation in machine learning contexts has not received serious attention. This paper aims to fill that gap. We argue that, except in certain special circumstances, algorithmic decision tools should not be used in high-stakes or safety-critical decisions unless the systems concerned are significantly “better than human” in the relevant domain or subdomain of decision-making. More concretely, we recommend three strategies to address the control problem, the most promising of which involves a complementary coupling between highly proficient algorithmic tools and human agents working alongside one another. We also identify six key principles which all such human–machine systems should reflect in their design. These can serve as a framework both for assessing the viability of any such human–machine system as well as guiding the design and implementation of such systems generally. (shrink)

Topics in Cognitive Science, Volume 13, Issue 1, Page 187-205, January 2021.

The new wave of ‘foundation models’—general-purpose generative AI models, for production of text (e.g., ChatGPT) or images (e.g., MidJourney)—represent a dramatic advance in the state of the art for AI. But their use also introduces a range of new risks, which has prompted an ongoing conversation about possible regulatory mechanisms. Here we propose a specific principle that should be incorporated into legislation: that any organization developing a foundation model intended for public use must demonstrate a reliable detection mechanism for the (...) content it generates, as a condition of its public release. The detection mechanism should be made publicly available in a tool that allows users to query, for an arbitrary item of content, whether the item was generated (wholly or partly) by the model. In this paper, we argue that this requirement is technically feasible and would play an important role in reducing certain risks from new AI models in many domains. We also outline a number of options for the tool’s design, and summarize a number of points where further input from policymakers and researchers would be required. (shrink)

Predicate logic has proved a very useful tool for the expression of theories of natural language semantics. Hurford's suggestion that predicate–argument structures mirror certain properties of the human sensorimotor architecture can be seen as an explanation of why this is so. Although I support this view, I think that the correspondences that Hurford draws between linguistic and sensorimotor structures not only involve natural language semantics, but include some elements of natural language syntax as well.

Artificial Intelligence (AI) is a diverse technology. It is already having significant effects on many jobs and sectors of the economy and over the next ten to twenty years it will drive profound changes in the way New Zealanders live and work. Within the workplace AI will have three dominant effects. This report (funded by the New Zealand Law Foundation) addresses: Chapter 1 Defining the Technology of Interest; Chapter 2 The changing nature and value of work; Chapter 3 AI and (...) the employment relationship; Chapter 4 Consumers, professions and society. The report includes recommendations to the New Zealand Government. (shrink)

Butz, Achimova, Bilkey, and Knott provide a topic overview and discuss whether the special issue contributions may imply that event‐predictive abilities constitute a root for conceptual human thought, because they enable complex, mutually beneficial, but also intricately competitive, social interactions and language communication.

Butz, Achimova, Bilkey, and Knott provide a topic overview and discuss whether the special issue contributions may imply that event‐predictive abilities constitute a root for conceptual human thought, because they enable complex, mutually beneficial, but also intricately competitive, social interactions and language communication.

A concise but informative overview of AI ethics and policy. -/- Artificial intelligence, or AI for short, has generated a staggering amount of hype in the past several years. Is it the game-changer it's been cracked up to be? If so, how is it changing the game? How is it likely to affect us as customers, tenants, aspiring homeowners, students, educators, patients, clients, prison inmates, members of ethnic and sexual minorities, and voters in liberal democracies? Authored by experts in fields (...) ranging from computer science and law to philosophy and cognitive science, this book offers a concise overview of moral, political, legal and economic implications of AI. It covers the basics of AI's latest permutation, machine learning, and considers issues such as transparency, bias, liability, privacy, and regulation. -/- Both business and government have integrated algorithmic decision support systems into their daily operations, and the book explores the implications for our lives as citizens. For example, do we take it on faith that a machine knows best in approving a patient's health insurance claim or a defendant's request for bail? What is the potential for manipulation by targeted political ads? How can the processes behind these technically sophisticated tools ever be transparent? The book discusses such issues as statistical definitions of fairness, legal and moral responsibility, the role of humans in machine learning decision systems, “nudging” algorithms and anonymized data, the effect of automation on the workplace, and AI as both regulatory tool and target. (shrink)

This chapter contains section titled: Rawls and Human Rights Minimalism State Sovereignty and the Role of Human Rights Rawls's Political Liberalism and the Doctrine of Human Rights in LoP The Importance of the Role in LoP of Rawls's Narrow Doctrine of Human Rights Rawls's Arguments for the Narrow Doctrine ldquo;Ideal” and “Non‐ideal” Theory in LoP Strategies for the International Enforcement of Respect for Human Rights Conclusion Notes.

Job: the soul's pathfinder.--Plato: intimations of immortality.--Kant: a protest against materialism.--Hegel: theistic evolution.--Persistence of ideas: the spirit in the trend of thought.--Robert Browning: the subtle assertor of the soul.

How did an ancient Indian spiritual discipline turn into a £20 billion-a-year mainstay of the global wellness industry? What happened along yoga's winding path from the caves and forests of the sages to the gyms, hospitals and village halls of the modern West? This comprehensive history sets yoga in its global cultural context for the first time. It leads us on a fascinating journey across the world, from arcane religious rituals and medieval body-magic, through muscular Christianity and the British Raj, (...) to the Indian nationalist movement and the arrival of yoga in the twentieth-century West. We discover how the practice reached its present-day ubiquity and how it became embedded in powerful social currents shaping the world's future, such as feminism, digital media, celebrity culture, the stress pandemic and the quest for an authentic identity in the face of unprecedented change. Shearer's revealing history boasts a colorful cast of characters past and present, who tell an engaging tale of scholars and scandal, science and spirit, wisdom and waywardness. This is the untold story of yoga, warts and all. (shrink)

"After observing the trial of Adolf Eichmann, Hannah Arendt articulated her controversial concept of the "banality of evil", thereby one of the most chilling and divisive moral questions of the twentieth century: How can genocidal acts be carried out by non-psychopathic people? By revealing the full complexity of the trial with reasoning that defied prevailing attitudes, Arendt became the object of severe and often slanderous criticism... [This book] explores the ways in which [Arendt] "unlearned" recognized trends and patterns - both (...) philosophical and cultural - to establish a theoretical praxis all her own. Through an analysis of the social context and intellectual influences - Karl Jaspers, Walter Benjamin, and Martin Heidegger - that helped shape Arendt's process, Knott has formed a historically engaged and incisive contribution to Arendt's legacy."--Jacket. (shrink)

Many critics of medicalization express concern that the process privileges individualised, biologically grounded interpretations of medicalized phenomena, inhibiting understanding and communication of aspects of those phenomena that are less relevant to their biomedical modelling. I suggest that this line of critique views medicalization as a hermeneutical injustice—a form of epistemic injustice that prevents people having the hermeneutical resources available to interpret and communicate significant areas of their experience. Interpreting the critiques in this fashion shows they frequently fail because they: neglect (...) the ways in which medicalization may not obscure, but rather illuminate, individuals’ experiences; and neglect the testimony of those experiencing first-hand medicalized problems, thus may be guilty of perpetrating testimonial injustice. However, I suggest that such arguments are valuable insofar as they highlight the unwarranted epistemic privilege frequently afforded to medical institutions and medicalized models of phenomena, and a consequent need for greater epistemic humility on the part of health workers and researchers. (shrink)

Some say that public policy can be made without the benefit of theory--that it emerges, instead, through trial-and-error. Others see genuine philosophical issues in public affairs but try to resolve them through fanciful examples. Both, argues Robert E. Goodin, are wrong. Goodin--a political scientist who is also an associate editor of Ethics--shows that empirical and ethical theory can and should guide policy. To be useful, however, these philosophical discussions of public affairs must draw upon actual policy experiences rather than contrived (...) cases. Further, they must reflect the broader social consequences of policies rather than just the dilemmas of personal conscience. Effectively integrating the literatures of social science, policy science, and philosophy, Goodin provides a theoretically sophisticated yet empirically well-grounded analysis of public policies, the principles underlying them, the institutions shaping them, and the excuses offered for their failures. This analysis is enhanced by the author's discussion of such specific cases as the disposal of nuclear wastes and the priority accorded national defense--cases that illustrate Goodin's theoretical and methodological framework for approaching policy issues. (shrink)

Traditionally the central trope in Christian theological anthropology, “the image of God” tends to function more as a noun than a verb. While that has grounded significant interplay between specific Christian formulations and the concepts of nontheological disciplines and cultural constructs, it facilitates the withdrawal of the image and of theological anthropology more broadly from the context of active relation with God. Rather than a static rendering of the image a more interactionist, dynamic, and relational view of “imaging God” is (...) commended as a key anthropological term. Engaging with Psalm 8 suggests that, biblically, asking the anthropological question “What is humanity?” is tied to the answer to the theological question: who is God? This locates theological anthropology securely within the interactive context of being related to by God and suggests that theological anthropology might be a matter of performance rather than definition: actively imaging God. (shrink)

Industrialisation, urbanisation and economic development have produced unprecedented improvements in human health. They have also produced unprecedented exploitation of Earth’s life support systems, moving the planet into a new geological epoch, the Anthropocene—one defined by human influence on natural systems. The health sector has been complicit in this influence. Bioethics, too, must acknowledge its role—the environmental threats that will shape human health in this century represent a ‘perfect moral storm’ challenging the ethical theories of the last. The US conservationist Aldo (...) Leopold saw this gathering storm more clearly than many, and in his Land Ethic describes the beginnings of a route to safe passage. Its starting point is a reinterpretation of the ethical relationship between humanity and the ‘land community’, the ecosystems we live within and depend upon; moving us from ‘conqueror’ to ‘plain member and citizen’ of that community. The justice of the Land Ethic questions many presuppositions implicit to discussions of the topic in biomedical ethics. By valuing the community in itself—in a way irreducible to the welfare of its members—it steps away from the individualism axiomatic in contemporary bioethics. Viewing ourselves as citizens of the land community also extends the moral horizons of healthcare from a solely human focus. Taking into account the ‘stability’ of the community requires intergenerational justice. The resulting vision of justice in healthcare—one that takes climate and environmental justice seriously—could offer health workers an ethic fit for the future. (shrink)

Margaret Archer has recently provided a persuasive account of the importance of the internal conversation to reflexivity. This raises questions about the shaping of such conversations by involuntary agential positioning. The work of Bourdieu and Bernstein is reviewed to suggest that structural influences can operate by condi-tioning the resources available for the conducting of the internal conversation. Particular emphasis is placed on the transfer of taken for granted ideas from one domain of practice to another.

Felicitas Kraemer draws on the experiences of patients undergoing deep-brain stimulation to propose two distinct and potentially conflicting principles of respect: for an individual's autonomy , and for their authenticity. I argue instead that, according to commonly-invoked justifications of respect for autonomy, authenticity is itself in part constitutive of an analysis of autonomy worthy of respect; Kraemer's argument thus highlights the shortcomings of practical applications of respect for autonomy that emphasise competence while neglecting other important dimensions of autonomy such as (...) authenticity, since it shows that competence alone cannot be interpreted as a reliable indicator of an individual's capacity for exercising autonomy. I draw from relational accounts to suggest how respect for a more expansive conception of autonomy might be interpreted for individuals undergoing DBS and in general. (shrink)

Final Report on Phase 1 of the New Zealand Law Foundation’s Artificial Intelligence and Law in New Zealand Project.

The claim that similarity plays a role in representation has been philosophically discredited. Psychologists, however, routinely analyse the success of mental representations for guiding behaviour in terms of a similarity between representation and the world. I provide a foundation for this practice by developing a philosophically responsible account of the relationship between similarity and representation in natural systems. I analyse similarity in terms of the existence of a suitable homomorphism between two structures. The key insight is that by restricting attention (...) to only those homomorphisms induced by causal processes, we can solve two philosophical problems with a single assumption. First, causal structure provides an adequate source for the bias required to ensure the similarity relation is non-trivial; second, it provides an adequate source for the directionality required to move from similarity to representation. I defend this account against objections by Goodman and van Fraassen and demonstrate that it is indeed the account of similarity’s role in representation assumed by psychological practice. (shrink)

It has been known for more than thirty years that the degree of a non-standard model of true arithmetic is a subuniform upper bound for the arithmetic sets. Here a notion of generic enumeration is presented with the property that the degree of such an enumeration is an suub but not the degree of a non-standard model of true arithmetic. This answers a question posed in the literature.

Most work addressing clinical workers' professional responsibilities concerns the norms of conduct within established professional–patient relationships, but such responsibilities may extend beyond the clinical context. We explore health workers' professional responsibilities in such “informal” encounters through the example of a doctor witnessing the misdiagnosis and mistreatment of a serious long-term condition in a television documentary, arguing that neither internalist approaches to professional responsibility nor externalist ones provide sufficiently clear guidance in such situations. We propose that a mix of both approaches, (...) emphasizing the noncomplacency and practical wisdom of virtue ethics, but grounding the normative authority of virtue in an external source, is able to engage with the health worker's responsibilities in such situations to the individual, the health care system, and the population at large. (shrink)

Journal of Philosophy of Education, EarlyView.

The lore is that standard information theory provides an analysis of information quantity, but not of information content. I argue this lore is incorrect, and there is an adequate informational semantics latent in standard theory. The roots of this notion of content can be traced to the secret parallel development of an information theory equivalent to Shannon’s by Turing at Bletchley Park, and it has been suggested independently in recent work by Skyrms and Bullinaria and Levy. This paper explicitly articulates (...) the semantics latent in information theory and defends it as an adequate theory of information content, or natural meaning. I argue that this theory suggests a new perspective on the classic misrepresentation worry for correlation-based semantics. (shrink)

This paper explores concepts of multiple and nested identities and how these relate to citizenship and rights, and the implications of identities and rights for active citizenship education. Various theoretical conceptions of identity are analysed, and in particular ideas concerning multiple identities that are used contingently, and about identities that do not necessarily include feeling a strong affinity with others in the group. The argument then moves to the relationship between identity and citizenship, and particularly citizenship and rights. Citizenship is (...) treated non-legalistically, as one of the locations of belonging. The paper draws on three successive categorisations of citizenship rights: by T.H. Marshall in the 1950s, Karel Vasak in the late 1970s and John Urry in the 1990s, and is illustrated in part by the development of European citizenship in parallel to national identity. This is then linked to how contemporary citizenship education might use the exploration of contested rights as a way of developing practical enactive skills of citizenship. (shrink)

A clinical ethics fit for the Anthropocene—our current geological era in which human activity is the primary determinant of environmental change—needs to incorporate environmental ethics to be fit for clinical practice. Conservationist Aldo Leopold’s essay ‘The Land Ethic’ is probably the most widely-cited source in environmental philosophy; but Leopold’s work, and environmental ethics generally, has made little impression on clinical ethics. The Land Ethic holds that “A thing is right when it tends to preserve the integrity, stability, and beauty of (...) the biotic community. It is wrong when it tends otherwise.” I argue that a Land Ethic helps to re-frame problems in clinical ethics that more common philosophical approaches struggle to handle, and that it can be incorporated into clinical ethics without succumbing to “environmental fascism”. I motivate viewing problems in clinical ethics from the perspective of the ‘integrity of the biotic community’, then illustrate how this perspective can offer guidance where more commonly-invoked theories—such as consequentialism and Kantian-inspired approaches—struggle, using antimicrobial resistance in nosocomial infection as a case study. The Land Ethic equips us to understand human values as arising within and inseparable from a social-ecological context, and by treating communities as valuable in themselves rather than just through the aggregate welfare of their individual participants, we can avoid problems with the ‘repugnant conclusion’ and utility monster that plague utilitarian accounts. (shrink)

Working within an Archerian morphogenetic framework, I suggest that we need to pay more attention to practices. Instead of the mainstream focus on practice as action, I argue that we should pay attention to practices as a key structural and cultural element of analysis. Practices cannot be simply read-off from beliefs, that is, they are not an inevitable practical counterpart to belief. Although belief is relevant, it does not provide the full explanation for the presence of practices. Therefore, the same (...) or similar beliefs can result in significantly different practices depending on factors such as advances in technology and changes in modes of dissemination of theological doctrine. To illustrate my argument, I consider historical work on comparative religious practices, specifically the distinction between rituals and routines. A focus on the latter, as the conditions of possibility for the former, leads to some implications for the thesis of the morphogenesis of contemporary society. An analysis of the relationship between religious rituals and routines stresses the importance of placing both in their wider cultural and structural context. (shrink)

An examination of the practice of self-examination in Scottish Presbyterianism shows the value of following the later Foucault in the examination of religion as a social practice. His attention to the influence of pastoral power on governmentality is shown to have been embedded in a Roman Catholic heritage leading to a stress on the confessional. By contrast, an examination of one aspect of Protestant pastoral power indicates the genealogy of practices of self-help. An historical examination of both the structure of (...) the Scottish church and the diaries of believers indicates the emphasis placed in this tradition on accountability. It also points to the need to reassess Foucault's treatment of Seneca, whose place in the Christian tradition, as exemplified by the Scottish experience, was more important than Foucault allows. (shrink)

Timbre is that property of a sound that distinguishes it other than pitch and loudness, for instance the distinctive sound quality of a violin or flute. While the term is obscure, the concept has played an important, implicit role in recent philosophy of sound. Philosophers have debated whether to identify sounds with properties of waves, events, or objects. Many of the intuitive considerations in this debate apply most clearly to timbre qualities. Two prominent forms of timbre physicalism have emerged: one (...) identifying timbre with the spectral composition of proximal waves; the second identifying timbre with the mechanical vibrations at a sound source. I demonstrate that the first possibility is conceptually unsatisfying, while the second fails to meet the standards of rigor established by the color physicalism literature. One response to these worries might be to adopt a more modest, non-reductive realism about timbre, such as the ecological view of J. J. Gibson. (shrink)

Several strands of contemporary cognitive science and its philosophy have emerged in recent decades that emphasize the role of action in cognition, resting their explanations on the embodiment of cognitive agents, and their embedding in richly structured environments. Despite their growing influence, many foundational questions remain unresolved or underexplored for this cluster of proposals, especially questions of how they can be extended beyond straightforwardly visuomotor cognitive capacities, and what constraints the commitment of embodiment places on the ontology of explanations. This (...) special issue aims to contribute to these foundational debates by drawing on important precursors to embodied cognition in mid-twentieth century gestalt psychology, its immediate successor ecological psychology, and their dialectical counterpart, phenomenology. Gestalt psychologists and phenomenologists wrestled with many of the same foundational questions that still haunt us today, in a manner that seems refreshing in hindsight, and poised to contribute constructively to contemporary debate. Looking back on this history reveals deep commonalities across competing embodied approaches, exposing fundamental tensions that remain unresolved, but also paving the way to a more ecumenical and conciliatory embodied cognitive science. (shrink)

In analysing the position adopted by the United Kingdom over therapeutic cloning, this paper will endeavour to examine the question of regulation, its necessity and extent. This will be achieved through considering different models of relevant theoretical discourse before, in applying that discourse to identified systems of regulation, the advantages and pitfalls of each system will be assessed in the hope of reaching a solution appropriate to the sensitive, yet dynamic, needs of the issue.

It will be remembered that the introductory chapter to this paper differentiated between human therapeutic cloning and embryonic stem cell research, with the former concept encapsulating the latter one. In turning to examine the current system of regulation found within the United Kingdom this has particular relevance as it is only the practice of therapeutic cloning – the creation and use of an embryo – which engages with the regulative measures adopted.