Cowan's review shows that a short-term memory limit of four items is consistent with a wide range of phenomena in the field. However, he does not explain that limit, whereas an existing theory does offer an explanation for capacity limitations. Furthermore, processing capacity limits cannot be reduced to storage limits as Cowan claims.

We propose that the missing link from nonhuman to human cognition lies with our ability to form, modify, and re-form dynamic bindings between internal representations of world-states. This capacity goes beyond dynamic feature binding in perception and involves a new conception of working memory. We propose two tests for structured knowledge that might alleviate the impasse in empirical research in nonhuman animal cognition.

Emotion expressions convey valuable information about others’ internal states and likely behaviours. Accurately identifying expressions is critical for social interactions, but so is perceiver confidence when decoding expressions. Even if a perceiver correctly labels an expression, uncertainty may impair appropriate behavioural responses and create uncomfortable interactions. Past research has found that perceivers report greater confidence when identifying emotions displayed by cultural ingroup members, an effect attributed to greater perceptual skill and familiarity with own-culture than other-culture faces. However, the current research (...) presents novel evidence for an ingroup advantage in emotion decoding confidence across arbitrary group boundaries that hold culture constant. In two experiments using different stimulus sets participants not only labeled minimal ingroup expressions more accurately, but did so with greater confidence. These results offer novel evidence that ingroup advantages in emotion decoding confidence stem partly from social-cognitive processes. (shrink)

We suggest that anecdotes have evidentiary value in interpreting nonhuman primate behavior. We also believe that any outcome from the experiments proposed by Heyes can be interpreted as a product of previous experience with trainers or as associative learning using the experimental cues. No potential outcome is clearcut evidence for or against the theory of mind proposition.

Working memory limits are best defined in terms of the complexity of the relations that can be processed in parallel. Complexity is defined as the number of related dimensions or sources of variation. A unary relation has one argument and one source of variation; its argument can be instantiated in only one way at a time. A binary relation has two arguments, two sources of variation, and two instantiations, and so on. Dimensionality is related to the number of chunks, because (...) both attributes on dimensions and chunks are independent units of information of arbitrary size. Studies of working memory limits suggest that there is a soft limit corresponding to the parallel processing of one quaternary relation. More complex concepts are processed by or In segmentation, tasks are broken into components that do not exceed processing capacity and can be processed serially. In conceptual chunking, representations are to reduce their dimensionality and hence their processing load, but at the cost of making some relational information inaccessible. Neural net models of relational representations show that relations with more arguments have a higher computational cost that coincides with experimental findings on higher processing loads in humans. Relational complexity is related to processing load in reasoning and sentence comprehension and can distinguish between the capacities of higher species. The complexity of relations processed by children increases with age. Implications for neural net models and theories of cognition and cognitive development are discussed. (shrink)

Humans possess great capacity for behavioral and cultural change, but our ability to manage change is still limited. This article has two major objectives: first, to sketch a basic science of intentional change centered on evolution; second, to provide examples of intentional behavioral and cultural change from the applied behavioral sciences, which are largely unknown to the basic sciences community.All species have evolved mechanisms of phenotypic plasticity that enable them to respond adaptively to their environments. Some mechanisms of phenotypic plasticity (...) count as evolutionary processes in their own right. The human capacity for symbolic thought provides an inheritance system having the same kind of combinatorial diversity as does genetic recombination and antibody formation. Taking these propositions seriously allows an integration of major traditions within the basic behavioral sciences, such as behaviorism, social constructivism, social psychology, cognitive psychology, and evolutionary psychology, which are often isolated and even conceptualized as opposed to one another.The applied behavioral sciences include well-validated examples of successfully managing behavioral and cultural change at scales ranging from individuals to small groups to large populations. However, these examples are largely unknown beyond their disciplinary boundaries, for lack of a unifying theoretical framework. Viewed from an evolutionary perspective, they are examples of managing evolved mechanisms of phenotypic plasticity, including open-ended processes of variation and selection.Once the many branches of the basic and applied behavioral sciences become conceptually unified, we are closer to a science of intentional change than one might think. (shrink)

The core issue of our target article concerns how relational complexity should be assessed. We propose that assessments must be based on actual cognitive processes used in performing each step of a task. Complexity comparisons are important for the orderly interpretation of research findings. The links between relational complexity theory and several other formulations, as well as its implications for neural functioning, connectionist models, the roles of knowledge, and individual and developmental differences, are considered.

Several recent systematic and targeted reviews have highlighted limitations in our understanding of talent in sport. However, a comprehensive profile of where the scientific research has focused would help identify gaps in current knowledge. Our goal in this scoping review was to better understand what others have done in the field of research, to summarize the constituent areas of research in a meaningful way, to help identify gaps in the research, and to encourage future research to address these gaps. Peer-reviewed (...) articles written in English that met several inclusion criteria were analyzed. A total of 1,899 articles were identified, and the descriptive findings revealed a relatively narrow focus of research on talent in sport. Specifically, the majority of examined articles focused on males only, the sport of soccer, perceptual cognitive variables, developing athletes, adult samples, and cross-sectional designs. For better or worse, the concept of talent remains a central element of how coaches, practitioners, and scientists think about athlete development. Findings from this scoping review highlight the continued need to explore issues related to talent identification, selection, and development in more diverse samples and contexts. There is also a clear necessity to focus on under-researched areas using alternative methodologies. (shrink)

Ensuring that life-saving antimicrobials remain available as effective treatment options in the face of rapidly rising levels of antimicrobial resistance will require a massive and coordinated global effort. Setting a collective direction for progress is the first step towards aligning global efforts on AMR. This process would be greatly accelerated by adopting a unifying global target — a well-defined global target that unites all countries and sectors. The proposed pandemic instrument — with its focus on prevention, preparedness and response — (...) represents an ideal opportunity to develop and adopt a unifying global target that catalyzes global action on AMR. We propose three key characteristics of a unifying global target for AMR that — if embedded within the pandemic preparedness instrument — could rally public support, funding, and political commitment commensurate with the scale of the AMR challenge. (shrink)

Antimicrobial resistance (AMR) is one of the defining global health threats of our time, but no international legal instrument currently offers the framework and mechanisms needed to address it. Fortunately, the actions needed to address AMR have considerable overlap with the actions needed to confront other pandemic threats.

It is a foundational prediction of evolutionary theory that human beliefs accurately approximate reality only insofar as accurate beliefs enhance fitness. Otherwise, adaptive misbeliefs will prevail. Unlike McKay & Dennett (M&D), we think that adaptive belief systems rely heavily upon misbeliefs. However, the case for positive illusions as an example of adaptive misbelief is weak.

We thank the commentators for an extraordinarily diverse and constructive set of comments. Nearly all applaud our goal of sketching a unified science of change, even while raising substantive points that we look forward to addressing in our reply, which we group into the following categories: What counts as evolutionary; Ethical considerations; Complexity; Symbotypes, culture, and the future; What intentional cultural change might look like; An evolving science of cultural change; and Who decides?

Evolutionary science (ES) and contextual behavioral science (CBS) have developed largely independently during the last half century. However, the earlier histories of these two bodies of knowledge are thoroughly entwined. ES provides a unifying theoretical framework for the biological sciences, and is increasingly being applied to human-related sciences. Meanwhile, CBS is concerned with influencing human behavior in a practical sense. This groundbreaking volume seeks to integrate ES and CBS to promote real, positive change in peoples' lives. Evolution and Contextual Behavioral (...) Science offers a unique glimpse into the histories of ES and CBS, shows how they are intrinsically linked, and outlines why their integration--or, reunification--is essential. By examining these two schools of thought side by side, you'll gain an understanding of why functional and contextual approaches in CBS need to be combined with ES for both fields to advance more rapidly. Finally, rather than the sequential relationship that is typically imagined between ES and CBS, you'll discover how an integrated relationship between these two sciences will result in a better framework for understanding predicting, and influencing human behavior--back cover. (shrink)

This book offers a sustained critique of the computational theory of mind that deserves the attention of those interested in the presuppositions and implications of computational psychology. Horst begins by laying out the theory, reconstructing its perceived role in vindicating intentional psychology, and recounting earlier critiques on which he builds. Part 2, the heart of the book, analyzes a notion central to CTM—that of a symbol—arguing that symbols are conventional. In Part 3 Horst applies the results of this analysis to (...) CTM to diagnose a serious confusion in its account of semantic properties and the corresponding notion of mental representation. Part 4 offers an alternative perspective on computational psychology, suggesting a separation of the practice of computational psychology from the philosophical claims made by CTM. (shrink)

The French philosopher and theologian Nicholas Malebranche was one of the most important thinkers of the early modern period. A bold and unorthodox thinker, he tried to synthesize the new philosophy of Descartes with the religious Platonism of St. Augustine. This is the first collection of essays to address Malebranche's thought comprehensively and systematically. There are chapters devoted to Malebranche's metaphysics, his doctrine of the soul, his epistemology, the celebrated debate with Arnauld, his philosophical method, his occasionalism and theory of (...) causality, his philosophical theology, his account of freedom, his moral philosophy, and his intellectual legacy. (shrink)

Reductionism--understanding complex processes by breaking them into simpler elements--dominates scientific thinking around the world and has certainly proved a powerful tool, leading to major discoveries in every field of science. But reductionism can be taken too far, especially in the life sciences, where sociobiological thinking has bordered on biological determinism. Thus popular science writers such as Richard Dawkins, author of the highly influential The Selfish Gene, can write that human beings are just "robot vehicles blindly programmed to preserve the selfish (...) molecules known as genes." Indeed, for many in science, genes have become the fundamental unit for understanding human existence: genes determine every aspect of our lives, from personal success to existential despair: genes for health and illness, genes for criminality, violence, and sexual orientation. Others would say that this is reductionism with a vengeance. In Lifelines, biologist Steven Rose offers a powerful alternative to the ultradarwinist claims of Dawkins, E.O. Wilson, Daniel Dennett and others. Rose argues against an extreme reductionist approach that would make the gene the key to understanding human nature, in favor of a more complex and richer vision of life. He urges instead that we focus on the organism and in particular on the organism's lifeline: the trajectory it takes through time and space. Our personal lifeline, Rose points out, is unique--even identical twins, with identical genes at birth, will differ over time. These differences are obviously not embedded in our genes, but come about through our developmental trajectory in which genes, as part of the biochemical orchestra of trillions of cells in each human body, have an important part--but only a part--to play. To illustrate this idea, Rose examines recent research in modern biology, and especially two disciplines--genetics (which looks at the impact of genes on form) and developmental biology (which examines the interaction between the organism and the environment)--and he explores new ideas on biological complexity proposed by scientists such as Stuart Kauffman. He shows how our lifelines are constructed through the interplay of physical forces--such as the intrinsic chemistry of lipids and proteins, and the self-organizing and stabilizing properties of complex metabolic webs--and he reaches a startling conclusion: that organisms are active players in their own fate, not simply the playthings of the gods, nature, or the inevitable workings out of gene-driven natural selection. The organism is both the weaver and the pattern it weaves. Lifelines will be a rallying point for all who seek an alternative to the currently fashionable, deeply determinist accounts which dominate popular science writing and, in fact, crowd the pages of some of the major scientific journals. Based on solid, state-of-the-art research, it not only makes important contributions to our understanding of Darwin and natural selection, but will swing the pendulum back to a richer, more complex view of human nature and of life. (shrink)

Recent developments in the scientific realism debate have resulted in a form of ‘exemplar driven’ realism that eschews general ‘recipes’ and instead focuses on the specific, ‘local’ reasons for adopting a realist stance in particular theoretical contexts. Here I suggest that such a move highlights even more sharply the need for the realist to incorporate a health dose of metaphysics in her position, particularly when it comes to the theories associated with modern physics. Turning to another set of recent developments, (...) having to do with the relationship between metaphysics and science, I argue that the exemplar driven realist can appropriate certain current metaphysical devices to help make concrete her commitments. Specifically I focus on a kind of exemplar based structural realism and examine the adequacy of, first, the determinables-determinate relationship as presented by Wilson and, second, Paul’s ‘one category ontology, as such devices within this framework. (shrink)

"Amongst the human mind's proudest accomplishments is the invention of a science dedicated to understanding itself: cognitive science. ... This volume is an authoritative guide to this exhilarating new body of knowledge, written by the experts, edited with skill and good judment. If we were to leave a time capsule for the next millennium with records of the great achievements of civilization, this volume would have to be in it."--Steven Pinker.

In lieu of an abstract, here is a brief excerpt of the content:Reviewed by:New Essays on the RationalistsSteven NadlerRocco J. Gennaro and Charles Huenemann, editors. New Essays on the Rationalists. Oxford: Oxford University Press, 1999. Pp. xvii + 391. Cloth, $60.00.Here is yet another collection of essays on early modern philosophy. The focus this time is on the Seventeenth century, in particular "the rationalists." What this apparently involves is, as the old-fashioned classification has it, Descartes, Spinoza, and Leibniz. But there (...) is no overall theme to the essays, nothing uniting them besides the fact that almost all are devoted to those three thinkers and the fact that the volume was inspired by a summer seminar run by Jonathan Bennett.What the editors mean by "the rationalists" (besides the extensional definition) is [End Page 437] thinkers "united in the belief that the intellect and human reason are powerful tools in our ability to know about the ultimate nature of mind and matter." What is supposed to separate "the rationalists" from "the empiricists" is "a belief in the power of human reason" (xv). This is a fairly weak claim; and I, for one, am skeptical that such categories are truly useful (or even valid—one would be hard-pressed to find a single issue on which Descartes, Spinoza, and Leibniz all agree and on which those who are usually called "empiricists" unanimously dissent). In the light of so much important and creative work done over the last twenty years in seventeenth-century philosophy, it would have been nice to see a volume devoted to "the rationalists" include at least one sophisticated discussion of the legitimacy and grounds of such a label.The essays in this book are divided into three categories: Matter and Substance; Freedom and Necessity; and Mind and Consciousness. The contributors are a broad mix of scholars: some established and accomplished, others new and up-and-coming. The quality of the work is consistently high. There is a lot of detailed and careful work here, both in the attention to the historical texts and in philosophical analyses. However, not all of the essays are of great scope or interest; in fact, most are not. There is a definite tendency toward the small-scale (but not brevity): a concern with micro-problems (for example, the chapter by Clarence Bonnen and Daniel Flage, "Distinctness," is devoted to the question of what the "distinctness" of an idea is for Descartes) and an emphasis on theses and arguments (such as Geoffrey Gorham's examination of the "similarity condition" for causation in Descartes, "Causation and Similarity in Descartes,"). If there is indeed an "analytical" way of doing history of philosophy, that school is well represented here.And then there are a couple of essays that stand out by transcending this narrowness of focus. The chapters by Catherine Wilson ("The Illusory Nature of Leibniz's System") and Don Garrett ("Teleology in Spinoza and Early Modern Rationalism") are, without question, the boldest and most interesting of the collection. Wilson argues that, in the light of Leibniz's changing and inconsistent views on substance, there really is no metaphysical "system" in his philosophy. Garrett, in what is, to my mind, the best essay in the book (although I think I disagree with him), defends an account of teleology in Spinoza's metaphysics, and then compares Spinoza's views on teleology with those of Aristotle, Descartes, and Leibniz; he concludes that Spinoza not only accepted teleological explanations of particular phenomena, but did so more strongly than anyone else in the modern period. Experts will, of course, disagree with the claims made by Wilson and Garrett; that is what this game is all about. But it is truly refreshing to see scholars such as these taking on large-scale issues.It is worth noting that there is also a nice, indirect dialogue between two of the essays: Charles Huenemann's interesting account of a consistent necessitarianism in Spinoza ("The Necessity of Finite Modes and Geometrical Containment in Spinoza's Metaphysics,") and Edwin Curley and Gregory Walski's argument (in "Spinoza's Necessitarianism Reconsidered,") that, when it comes to the finite modes, Spinoza is not a strong or absolute necessitarian. What is truly unfortunate about the collection, however... (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Experiential Avoidance and Superstition: Considering Concepts in ContextRoger Vilardaga (bio) and Steven C. Hayes (bio)Keywordsacceptance, contextualism, influence, therapyThe target article (García-Montes et al. 2008) explores the application of the concept of superstition, examined from a Sartrian perspective, to psychopathology such as obsessive–compulsive disorder and psychosis. They compare their analysis to two different technical terms taken from current research programs in psychology, which are the notions of Thought–Action Fusion (...) and Experiential Avoidance (EA). We have been asked to respond because our work in Acceptance and Commitment Therapy (ACT; Hayes, Strosahl, and Wilson 1999) and Relational Frame Theory (RFT; Hayes, Barnes-Holmes, and Roche 2001) are part of the foundational work in EA, and thus in this short commentary we comment on the article from the point of view of our research program.The article notes several areas of overlap between the ACT/RFT work on EA and their Sartrian perspective on superstition, such as the holistic and contextualistic nature of the analysis, but also several differences which the authors feel advantage their own view.It is difficult to compare the two lines of work without appreciating their context and purpose. Sartre was not a scientific psychologist; ACT/RFT are part of a specific effort at scientific system building, which we term here “contextual behavioral science” (AKA, post-Skinnerian behavior analysis).Contextual behavioral science is a social enterprise that has as its purpose the development of increasingly organized statements of relations among events that allow actions embedded in their historical and situational context to be predicted and influenced with precision, scope, and depth. “Precision” means that a limited set of analytic constructs apply to any one event; “scope” means that a limited set of constructs are needed to analyze a broad range of events; and “depth” means that constructs should cohere across different levels of analysis.Although a real world (or at least the one world) is assumed, the partitioning of the world is thought to be the result of our continuous interactions in and with it. These partitions are not ontological constructions from the perspective of contextual behavioral science because they, too, are actions that are purposive and embedded in their historical and situational contexts. The [End Page 269] deliberate attempt to analyze the world scientifically does not contradict the holistic standpoint of contextualism. When analytic goals are accomplished, constructs are “true,” but multiple truths are possible given multiple goals and historical and situational contexts. Conversely, all forms of contextualism become dogmatic and self-contradictory if their goals are not stated. It is common for contextualists of all varieties to state and defend the ultimate apprehension of reality as a whole, for example, without realizing that any statement about the world including such a defense is a form of breaking down this whole into parts. As we will try to show, the target article seems to fall into this usual contextualistic trap by arguing for what is better, without stating clearly “better for what, assessed how” and without viewing concepts with relevance to their purpose.Prediction and influence with precision, scope, and depth is a purpose, stated naked and in the wind. It is not defended, justified, or given ontological status. To generate powerful ways of speaking as measured against that purpose, contextual behavioral science has embraced a wide variety of methodologies, including laboratory research designed to refine behavioral principles with high levels of precision and scope, and applied research such as randomized controlled trials, analog research, and measure development that test the scope of the principles and theories that result (e.g., Hayes et al. 2006). Whether concepts like EA are helpful is a matter to be considered relevant to the goals of the analysis.As example of the kind of problems the authors create for themselves, consider the following quote from the target article:Although the post-Skinnerians who proposed the EA concept call themselves “contextualists,” they pay no more than lip service to the role of the “social/verbal community” and the cultural context. Their research focuses almost exclusively on laboratory experiments, and does not consider the important role of particular social practices and contexts, such as modernity.(García... (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Phenomenology and Modern Behavioral PsychologyLindsay B. Fletcher (bio) and Steven C. Hayes (bio)Keywordsacceptance, contextualism, defusion, relational-frame-theoryPérez-Álvarez and Sass (2008) deserve praise for examining the philosophical roots of clinical psychological science. Modern psychology has moved away from the development of philosophy and theory that is needed to ground scientific investigation within a coherent system. The result is increasingly ill-defined constructs and research programs that each operate within their own (...) divergent paradigm. B.F. Skinner is one of the few modern experimental behavioral psychologists who attempted to build a coherent science of behavior based on observable events with testable hypotheses. Acceptance and Commitment Therapy (ACT; Hayes, Strosahl, and Wilson 1999) and its associated basic science of cognition, Relational Frame Theory (RFT; Hayes, Barnes-Holmes, and Roche 2001), build on Skinner’s work to produce a more progressive science.Psychology and philosophy are different disciplines and how they are approached is defined by the objective. The purpose of philosophy from a scientific point of view is not the same as from a philosophical point of view. It is fine to compare radical behaviorism and phenomenology, but it seems important to ask whether and how this will lead to a more progressive science of behavior.In this commentary, we discuss the philosophy and theory that underlie ACT/RFT and show how they reflect on the relevant points made by the authors regarding the shared features of phenomenology and radical behaviorism. We make two adjustments to the explanation of radical behavioral concepts presented in the current paper to create a more coherent analysis. Finally, we show here how the development of a theory based on applied goals directly informs the methods used in clinical settings.Philosophical AssumptionsThe field of behavior analysis that originated with Skinner has different strands. Some are holistic and pragmatic, whereas others are elementalistic and mechanistic (Hayes, Hayes, and Reese 1988). ACT is based on an a-ontological philosophy termed functional contextualism (Hayes 1993), which views behavior analysis from a holistic and pragmatic perspective. Functional contextualism (AKA radical behaviorism) shares some of the assumptions of phenomenology, as has long been noted (Day 1969). For example, Pérez-Álvarez and Sass (2008) identify a-dualism, or monism, as a common feature. In functional contextualism, the whole is divided into functional units for the purpose of prediction and influence. A three-term contingency (antecedent–behavior–consequence) in behavior analysis is viewed as a [End Page 255] whole event with pragmatically distinguishable aspects, not an assemblage. As the authors point out, this results in a dialectic tension between stimulus control, action, and reinforcer because none are distinct units, and each is defined with reference to the others much as the front of a coin cannot exist without the back. These are not ontological entities, but functional units that are abstracted from the whole for pragmatic purposes. What is “radical” about radical behaviorism is that the philosopher, psychologist, or researcher participates in the event they are observing, and their own acts of scientific observation are identified based on their own functional properties.Behavioral ThinkingIn the service of further developing this philosophical and theoretical foundation and considering it along side phenomenology, we need to examine two aspects of the target article. The first regards the role of the environment in shaping behavior that is central to behavioral and contextual theories. The authors object to behaviorism’s notion of environment and suggest replacing it with the concept of the world, stating that “animals have environment, but man has world.” What is missing is an account of that shift. We believe that modern behavior analysis provides that account.Similarly, the paper argues that “reinforcers are not just things that follow behavior, but also, and above all, values that guide our life.” Again what is missing is an account of the precise behavioral basis for the distinction.In an attempt to do this, the authors incorrectly analyze operant behavior as future oriented, even appealing to final causality. In the three-term contingency, the discriminative stimulus sets the occasion for reinforcement of a particular behavior. The behavior of interest has been reinforced in similar contexts in the past, which gives... (shrink)

Weinberg's 1972 work, in his description, had two purposes. The first was practical to bring together and assess the wealth of data provided over the previous decade while realizing that newer data would come in even as the book was being printed. He hoped the comprehensive picture would prepare the reader and himself to that new data as it emerged. The second was to produce a textbook about general relativity in which geometric ideas were not given a starring role for (...) (in his words) too great an emphasis on geometry can only obscure the deep connections between gravitation and the rest of physics. (shrink)

Released in 1984, Steven E. Rhoads' classic was considered by many to be among the best introductions to the economic way of thinking and its applications. This anniversary edition has been updated to account for political and economic developments - from the greater interest in redistributing income and the ascendancy of behaviorism to the Trump presidency. Rhoads explores opportunity cost, marginalism, and economic incentives and explains why mainstream economists - even those well to the left - still value free (...) markets. He critiques economics for its unbalanced emphasis on narrow self-interest as controlling motive and route to happiness, highlighting philosophers and positive psychologists' findings that happiness is far more dependent on friends and family than on income or wealth. This thought-provoking tour of the economist's mind is a must read for our times, providing a clear, lively, non-technical insight into how economists think and why they shouldn't be ignored. (shrink)

Steven French and Decio Krause examine the metaphysical foundations of quantum physics. They draw together historical, logical, and philosophical perspectives on the fundamental nature of quantum particles and offer new insights on a range of important issues. Focusing on the concepts of identity and individuality, the authors explore two alternative metaphysical views; according to one, quantum particles are no different from books, tables, and people in this respect; according to the other, they most certainly are. Each view comes with (...) certain costs attached and after describing their origins in the history of quantum theory, the authors carefully consider whether these costs are worth bearing. Recent contributions to these discussions are analyzed in detail and the authors present their own original perspective on the issues. The final chapter suggests how this perspective can be taken forward in the context of quantum field theory. (shrink)

How are non-declarative sentences understood? How do they differ semantically from their declarative counterparts? Answers to these questions once made direct appeal to the notion of illocutionary force. When they proved unsatisfactory, the fault was diagnosed as a failure to distinguish properly between mood and force. For some years now, efforts have been under way to develop a satisfactory account of the semantics of mood. In this paper, we consider the current achievements and future prospects of the mood-based semantic programme.

Value Sensitive Design (VSD) is an established method for integrating values into technical design. It has been applied to different technologies and, more recently, to artificial intelligence (AI). We argue that AI poses a number of challenges specific to VSD that require a somewhat modified VSD approach. Machine learning (ML), in particular, poses two challenges. First, humans may not understand how an AI system learns certain things. This requires paying attention to values such as transparency, explicability, and accountability. Second, ML (...) may lead to AI systems adapting in ways that ‘disembody’ the values embedded in them. To address this, we propose a threefold modified VSD approach: 1) integrating a known set of VSD principles (AI4SG) as design norms from which more specific design requirements can be derived; 2) distinguishing between values that are promoted and respected by the design to ensure outcomes that not only do no harm but also contribute to good; and 3) extending the VSD process to encompass the whole life cycle of an AI technology in order to monitor unintended value consequences and redesign as needed. We illustrate our VSD for AI approach with an example use case of a SARS-CoV-2 contact tracing app. (shrink)