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  1. Reasons, robots and the extended mind.Andy Clark - 2001 - Mind and Language 16 (2):121-145.
    A suitable project for the new Millenium is to radically reconfigure our image of human rationality. Such a project is already underway, within the Cognitive Sciences, under the umbrellas of work in Situated Cognition, Distributed and De-centralized Cogition, Real-world Robotics and Artificial Life1. Such approaches, however, are often criticized for giving certain aspects of rationality too wide a berth. They focus their attention on on such superficially poor cousins as.
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  • Really situated self-control: self-control as a set of situated skills.Annemarie Kalis, Josephine Pascoe & Miguel Segundo Ortin - forthcoming - Phenomenology and the Cognitive Sciences:1-19.
    Traditionally, self-control is conceptualized in terms of internal processes such as willpower or motivational mechanisms. These processes supposedly explain how agents manage to exercise self-control or, in other words, how they act on the basis of their best judgment in the face of conflicting motivation. Against the mainstream view that self-control is a mechanism or set of mechanisms realized in the brain, several authors have recently argued for the inclusion of situated factors in our understanding of self-control. In this paper, (...)
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  • The Tools of Enculturation.Richard Menary & Alexander Gillett - 2022 - Topics in Cognitive Science 14 (2):363-387.
    Topics in Cognitive Science, Volume 14, Issue 2, Page 363-387, April 2022.
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  • Epistemic affordances in gestalt perception as well as in emotional facial expressions and gestures.Klaus Schwarzfischer - 2021 - Gestalt Theory 43 (2):179-198.
    Methodological problems often arise when a special case is confused with the general principle. So you will find affordances only for ‚artifacts’ if you restrict the analysis to ‚artifacts’. The general principle, however, is an ‚invitation character’, which triggers an action. Consequently, an action-theoretical approach known as ‚pragmatic turn’ in cognitive science is recommended. According to this approach, the human being is not a passive-receptive being but actively produces those action effects that open up the world to us. This ‚ideomotor (...)
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  • Decision-making in Shiatsu bodywork: complementariness of embodied coupling and conceptual inference.Michael Kimmel & Christine Irran - 2021 - Phenomenology and the Cognitive Sciences 21 (2):245-275.
    “4E” cognitive science has demonstrated that embodied coupling offers powerful resources for reasoning. Despite a surge of studies, little empirical attention is paid to discussing the precise scope of these resources and their possible complementariness with traditional knowledge-based inference. We use decision-making in Shiatsu practice – a bodywork method that employs hands-on interaction with a client – to showcase how the two types of cognitive resources can mesh and offer alternative paths to a task: “Local” resources such as embodied presence, (...)
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  • Extended active inference: Constructing predictive cognition beyond skulls.Axel Constant, Andy Clark, Michael Kirchhoff & Karl J. Friston - 2022 - Mind and Language 37 (3):373-394.
    Cognitive niche construction is the process whereby organisms create and maintain cause–effect models of their niche as guides for fitness influencing behavior. Extended mind theory claims that cognitive processes extend beyond the brain to include predictable states of the world. Active inference and predictive processing in cognitive science assume that organisms embody predictive (i.e., generative) models of the world optimized by standard cognitive functions (e.g., perception, action, learning). This paper presents an active inference formulation that views cognitive niche construction as (...)
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  • (1 other version)Why ‘scaffolding’ is the wrong metaphor: the cognitive usefulness of mathematical representations.Brendan Larvor - 2018 - Synthese:1-14.
    The metaphor of scaffolding has become current in discussions of the cognitive help we get from artefacts, environmental affordances and each other. Consideration of mathematical tools and representations indicates that in these cases at least, scaffolding is the wrong picture, because scaffolding in good order is immobile, temporary and crude. Mathematical representations can be manipulated, are not temporary structures to aid development, and are refined. Reflection on examples from elementary algebra indicates that Menary is on the right track with his (...)
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  • Predicting Short‐Term Remembering as Boundedly Optimal Strategy Choice.Andrew Howes, Geoffrey B. Duggan, Kiran Kalidindi, Yuan-Chi Tseng & Richard L. Lewis - 2016 - Cognitive Science 40 (5):1192-1223.
    It is known that, on average, people adapt their choice of memory strategy to the subjective utility of interaction. What is not known is whether an individual's choices are boundedly optimal. Two experiments are reported that test the hypothesis that an individual's decisions about the distribution of remembering between internal and external resources are boundedly optimal where optimality is defined relative to experience, cognitive constraints, and reward. The theory makes predictions that are tested against data, not fitted to it. The (...)
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  • (2 other versions)Embodiment and the Philosophy of Mind.Andy Clark - 1998 - Royal Institute of Philosophy Supplement 43:35-51.
    Cognitive science is in some sense the science of the mind. But an increasingly influential theme, in recent years, has been the role of the physical body, and of the local environment, in promoting adaptive success. No right-minded cognitive scientist, to be sure, ever claimed that body and world were completely irrelevant to the understanding of mind. But there was, nonetheless, an unmistakeable tendency to marginalize such factors: to dwell on inner complexity whilst simplifying or ignoring the complex inner-outer interplays (...)
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  • Creative Practices Embodied, Embedded, and Enacted in Architectural Settings: Toward an Ecological Model of Creativity.Laura H. Malinin - 2016 - Frontiers in Psychology 6.
    Memoires by eminently creative people often describe architectural spaces and qualities they believe instrumental for their creativity. However, places designed to encourage creativity have had mixed results, with some found to decrease creative productivity for users. This may be due, in part, to lack of suitable empirical theory or model to guide design strategies. Relationships between creative cognition and features of the physical environment remain largely uninvestigated in the scientific literature, despite general agreement among researchers that human cognition is physically (...)
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  • Emotions as pragmatic and epistemic actions.Wendy Wilutzky - 2015 - Frontiers in Psychology 6.
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  • Extended mind and cognitive enhancement: Moral aspects of cognitive artifacts.Richard Heersmink - 2017 - Phenomenology and the Cognitive Sciences 16 (1):17-32.
    This article connects philosophical debates about cognitive enhancement and situated cognition. It does so by focusing on moral aspects of enhancing our cognitive abilities with the aid of external artifacts. Such artifacts have important moral dimensions that are addressed neither by the cognitive enhancement debate nor situated cognition theory. In order to fill this gap in the literature, three moral aspects of cognitive artifacts are singled out: their consequences for brains, cognition, and culture; their moral status; and their relation to (...)
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  • Science, culture, and the emergence of language.Wolff‐Michael Roth & Daniel Lawless - 2002 - Science Education 86 (3):368-385.
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  • Pragmatic Action.Richard Alterman, Roland Zito-Wolf & Tamitha Carpenter - 1998 - Cognitive Science 22 (1):53-105.
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  • Musical Ecologies in Video Games.Michiel Kamp - 2014 - Philosophy and Technology 27 (2):235-249.
    What makes video games unique as an audiovisual medium is not just that they are interactive, but that this interactivity is rule bound and goal oriented. This means that player experience, including experience of the music, is somehow shaped or structured by these characteristics. Because of its emphasis on action in perception, James Gibson’s ecological approach to psychology—particularly his concept of affordances—is well suited to theorise the role of music in player experience. In a game, players perceive the environment and (...)
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  • Maps in the Head and Maps in the Hand.David Kirsh, K. Skundergard & N. Dahlback - 2012 - Proceedings of the 34th Annual Cognitive Science Society.
    Using the perspective of situated cognition we studied how people interact with a physical map to help them navigate through an unfamiliar environment. The study used a mixture of cognitive ethnography and traditional experimental methods. We found that the difference between high and low performing navigators showed up in the speed they completed their task and also in the way they use maps. High performers plan routes using a survey method whereas low performers use a route strategy. We suggest that (...)
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  • The epistemic/pragmatic dichotomy.Paul Loader - 2012 - Philosophical Explorations 15 (2):219 - 232.
    Although Kirsh and Maglio's work on ?epistemic? and ?pragmatic? action provides us with some valuable insights, the degree of overlap, or interpenetration, between these two terms suggests that there is something problematic in the distinction. On one analysis, it might be suggested that epistemic and pragmatic actions are not both ?types of action? in the same sense and, perhaps, that there may not be a strong sense in which ?pragmatic actions? are a type of action at all. Things are further (...)
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  • Dimensions of mind.Richard Menary - 2010 - Phenomenology and the Cognitive Sciences 9 (4):561-578.
    In their papers for this issue, Sterelny and Sutton provide a dimensional analysis of some of the ways in which mental and cognitive activities take place in the world. I add two further dimensions, a dimension of manipulation and of transformation. I also discuss the explanatory dimensions that we might use to explain these cases.
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  • The cognitive basis of material engagement: Where brain, body and culture conflate.Lambros Malafouris - 2004 - In [Book Chapter].
    In this paper I attempt to sketch a preliminary framework for understanding the cognitive basis of the engagement of the mind with the material world. I advance the hypothesis that contrary to some of our most deeply-entrenched assumptions the relationship between the world and human cognition is not one of abstract representation or some other form of action at a distance but one of ontological inseparability. That is, what we have traditionally construed as an active or passive but always clearly (...)
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  • (1 other version)Keeping Track of Invisible Individuals While Exploring a Spatial Layout with Partial Cues: Location-based and Deictic Direction-based Strategies.Nicolas Bullot - 2008 - Philosophical Psychology 21 (1):15-46.
    In contrast to Constructivist Views, which construe perceptual cognition as an essentially reconstructive process, this article recommends the Deictic View, which grounds perception in perceptual-demonstrative reference and the use of deictic tracking strategies for acquiring and updating knowledge about individuals. The view raises the problem of how sensory-motor tracking connects to epistemic and integrated forms of tracking. To study the strategies used to solve this problem, we report a study of the ability to track distal individuals when only their directions (...)
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  • Phenomenal transparency and the boundary of cognition.Julian Hauser & Hadeel Naeem - forthcoming - Phenomenology and the Cognitive Sciences:1-20.
    Phenomenal transparency was once widely believed to be necessary for cognitive extension. Recently, this claim has come under attack, with a new consensus coalescing around the idea that transparency is neither necessary for internal nor extended cognitive processes. We take these recent critiques as an opportunity to refine the concept of transparency relevant for cognitive extension. In particular, we highlight that transparency concerns an agent’s employment of a resource – and that such employment is compatible with an agent consciously apprehending (...)
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  • Explicating How Skill Determines the Qualities of User-Avatar Bonds.Teresa Lynch, Nicholas L. Matthews, Michael Gilbert, Stacey Jones & Nina Freiberger - 2022 - Frontiers in Psychology 13.
    Many frameworks exist that explain how people interact with avatars. Our core argument is that the primary theoretical mechanisms of a user-avatar bond rest with the way people engage avatars and, thereby, the broader digital environment. To understand and predict such engagement, we identify a person’s skill in handling/engaging the avatar in the digital environment as an ordering parameter. Accordingly, we define skill as a person’s ability to enact their agency successfully to achieve desired states. To explain how skill orders (...)
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  • Development, Resilience Engineering, Degeneracy, and Cognitive Practices.Alexander James Gillett - 2022 - Review of Philosophy and Psychology 13 (3):645-664.
    Drawing on a range of literature, I introduce two new concepts for understanding and exploring distributed cognition: resilience engineering and degeneracy. By re-examining Ed Hutchins’ (1995) ethnographic study of the navigation team I show how a focus on the developmental acquisition of cognitive practices can draw out several crucial insights that have been overlooked. Firstly, that the way in which agents learn and acquire cognitive practices enables a form of resilience engineering: the process by which the system is able to (...)
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  • Distributed cognition in home environments : The prospective memory and cognitive practices of older adults.Mattias Forsblad - 2016 - Dissertation, Linköping University
    In this thesis I explore how older people make use of, and interact with, their physical environment in home and near-by settings to manage cognitive situations, specifically prospective memory situations. Older adults have in past research been shown to perform better on prospective memory in real-life settings than what findings in laboratory-like settings predict. An explanation for this paradox is that older adults has a more developed skill of using the environment for prospective memory than younger adults. However, research investigating (...)
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  • To Train or to Entertain the Brain: How Does Enhanced Focus of Attention Guide Perception into the Goal Directed Action.Gorjup Rado & Gorjup Niko - 2017 - Philosophy Study 7 (8).
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  • (1 other version)Mimesis and language: A distributed view.Stephen J. Cowley - 2012 - Interaction Studies: Social Behaviour and Communication in Biological and Artificial Systems 13 (1):17-40.
    To unzip language from social behaviour one can hypothesise that language-systems are constituted by words and rules or, alternatively, constructions. The systems thus become autonomous and, if linked to individualist psychology, one can posit that each person’s brain operates a language faculty However, such views find little support in neuroscience. Brains self-organize by linking phonetic (and manual) gestures with action-perception. Far from being housed in the skull,language activity links people across time-scales. Not only does articulation give rise to speech but,together (...)
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  • Modulation : an alternative to instructions and forces.Martin Flament Fultot - 2017 - Synthese 194 (3):887-916.
    It is widely believed that neural elements interact by communicating messages. Neurons, or groups of neurons, are supposed to send packages of data with informational content to other neurons or to the body. Thus, behavior is traditionally taken to consist in the execution of commands or instructions sent by the nervous system. As a consequence, neural elements and their organization are conceived as literally embodying and transmitting representations that other elements must in some way read and conform to. In opposition (...)
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  • Semiotic Scaffolding in Mathematics.Mikkel Willum Johansen & Morten Misfeldt - 2015 - Biosemiotics 8 (2):325-340.
    This paper investigates the notion of semiotic scaffolding in relation to mathematics by considering its influence on mathematical activities, and on the evolution of mathematics as a research field. We will do this by analyzing the role different representational forms play in mathematical cognition, and more broadly on mathematical activities. In the main part of the paper, we will present and analyze three different cases. For the first case, we investigate the semiotic scaffolding involved in pencil and paper multiplication. For (...)
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  • Common minds, uncommon thoughts: a philosophical anthropological investigation of uniquely human creative behavior, with an emphasis on artistic ability, religious reflection, and scientific study.Johan De Smedt - unknown
    The aim of this dissertation is to create a naturalistic philosophical picture of creative capacities that are specific to our species, focusing on artistic ability, religious reflection, and scientific study. By integrating data from diverse domains within a philosophical anthropological framework, I have presented a cognitive and evolutionary approach to the question of why humans, but not other animals engage in such activities. Through an application of cognitive and evolutionary perspectives to the study of these behaviors, I have sought to (...)
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  • Situated Cognition: A Field Guide to Some Open Conceptual and Ontological Issues.Sven Walter - 2014 - Review of Philosophy and Psychology 5 (2):241-263.
    This paper provides an overview over the debate about so-called “situated approaches to cognition” that depart from the intracranialism associated with traditional cognitivism insofar as they stress the importance of body, world, and interaction for cognitive processing. It sketches the outlines of an overarching framework that reveals the differences, commonalities, and interdependencies between the various claims and positions of second-generation cognitive science, and identifies a number of apparently unresolved conceptual and ontological issues.
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  • Attacking the Bounds of cognition.Richard Menary - 2006 - Philosophical Psychology 19 (3):329-344.
    Recently internalists have mounted a counter-attack on the attempt to redefine the bounds of cognition. The counter-attack is aimed at a radical project which I call "cognitive integration," which is the view that internal and external vehicles and processes are integrated into a whole. Cognitive integration can be defended against the internalist counter arguments of Adams and Aizawa (A&A) and Rupert. The disagreement between internalists and integrationists is whether the manipulation of external vehicles constitutes a cognitive process. Integrationists think that (...)
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  • Meshed Architecture of Performance as a Model of Situated Cognition.Shaun Gallagher & Somogy Varga - 2020 - Frontiers in Psychology 11.
    In this paper we engage in a reciprocal analysis of situated cognition and the notion of ‘meshed architecture’ as found in performance studies (Christensen, Sutton & McIlwain 2016). We argue that the model of meshed architecture can operate as a tool that enables us to better understand the notion of situated cognition. Reciprocally, by means of this new understanding of situation we develop a richer conception of meshed architecture. This enriched notion of a meshed architecture includes affect and bottom-up, non-automatic, (...)
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  • (1 other version)Why ‘scaffolding’ is the wrong metaphor: the cognitive usefulness of mathematical representations.Brendan Larvor - 2020 - Synthese 197 (9):3743-3756.
    The metaphor of scaffolding has become current in discussions of the cognitive help we get from artefacts, environmental affordances and each other. Consideration of mathematical tools and representations indicates that in these cases at least (and plausibly for others), scaffolding is the wrong picture, because scaffolding in good order is immobile, temporary and crude. Mathematical representations can be manipulated, are not temporary structures to aid development, and are refined. Reflection on examples from elementary algebra indicates that Menary is on the (...)
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  • How designers work - making sense of authentic cognitive activities.Henrik Gedenryd - 1998 - Dissertation, Lund University
    In recent years, the growing scientific interest in design has led to great advances in our knowledge of authentic design processes. However, as these findings go counter to the existing theories in both design research and cognitive science, they pose a serious challenge for both disciplines: there is a wide gap between what the existing theories predict and what designers actually do. At the same time, there is a growing movement of research on authentic cognitive activities, which has among other (...)
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  • Material representations in mathematical research practice.Mikkel W. Johansen & Morten Misfeldt - 2020 - Synthese 197 (9):3721-3741.
    Mathematicians’ use of external representations, such as symbols and diagrams, constitutes an important focal point in current philosophical attempts to understand mathematical practice. In this paper, we add to this understanding by presenting and analyzing how research mathematicians use and interact with external representations. The empirical basis of the article consists of a qualitative interview study we conducted with active research mathematicians. In our analysis of the empirical material, we primarily used the empirically based frameworks provided by distributed cognition and (...)
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  • Economic Reasoning and Interaction in Socially Extended Market Institutions.Shaun Gallagher, Antonio Mastrogiorgio & Enrico Petracca - 2019 - Frontiers in Psychology 10:452921.
    An important part of what it means for agents to be situated in the everyday world of human affairs includes their engagement with economic practices. In this paper, we employ the concept of cognitive institutions in order to provide an enactive and interactive interpretation of market and economic reasoning. We challenge traditional views that understand markets in terms of market structures or as processors of distributed information. The alternative conception builds upon the notion of the market as a “scaffolding institution.” (...)
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  • Dewey on extended cognition and epistemology.Krist Vaesen - 2014 - Philosophical Issues 24 (1):426-438.
    There is a surge of attempts to draw out the epistemological consequences of views according to which cognition is deeply embedded, embodied and/or extended. The principal machinery used for doing so is that of analytic epistemology. Here I argue that Dewey's pragmatic epistemology may be better fit to the task. I start by pointing out the profound similarities between Dewey's view on cognition and that emerging from literature of more recent date. Crucially, the benefit of looking at Dewey is that (...)
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  • Philosophy of Interaction:- and the Interactive User Experience.Dag Svanæs - unknown
    This is an encyclopedia entry for the Interaction-Design.org free IxD encyclopedia. The topic of the entry is the application of the philosophy of Heidegger and Merleau-Ponty to a theory of interactivity. Comments by Don Norman and Eva Hornecker.
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  • The cognitive science of Feynmen: Paul Thagard: The cognitive science of science: Explanation, discovery, and conceptual change. Cambridge, MA: The MIT Press, 2012, 376pp, $40.00, £27.95 HB. [REVIEW]Sanjay Chandrasekharan - 2013 - Metascience 22 (3):647-652.
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  • Resolving the paradox of the active user: stable suboptimal performance in interactive tasks.Wai-Tat Fu & Wayne D. Gray - 2004 - Cognitive Science 28 (6):901-935.
    This paper brings the intellectual tools of cognitive science to bear on resolving the “paradox of the active user” [Interfacing Thought: Cognitive Aspects of Human–Computer Interaction, Cambridge, MIT Press, MA, USA]—the persistent use of inefficient procedures in interactive tasks by experienced or even expert users when demonstrably more efficient procedures exist. The goal of this paper is to understand the roots of this paradox by finding regularities in these inefficient procedures. We examine three very different data sets. For each data (...)
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  • Finding the Mind: Book Symposium on Supersizing the Mind: Embodiment, Action, and Cognitive Extension. [REVIEW]Andy Clark - 2011 - Philosophical Studies 152 (3):447 - 461.
    Finding the Mind Content Type Journal Article DOI 10.1007/s11098-010-9598-9 Authors Andy Clark, Philosophy, University of Edinburgh, Dugald Stewart Building, 3 Charles Street, Edinburgh, EH8 9AD Scotland, UK Journal Philosophical Studies Online ISSN 1573-0883 Print ISSN 0031-8116.
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  • Active internalism and open dynamical systems.Jeff Yoshimi - 2012 - Philosophical Psychology 25 (1):1 - 24.
    The question whether cognition is subserved by internal processes in the brain (internalism) or extends in to the world (active externalism) has been vigorously debated in recent years. I show how internalist and externalist ideas can be pursued in a common framework, using (1) open dynamical systems, which allow for separate analysis of an agent's intrinsic and embodied dynamics, and (2) supervenience functions, which can be used to study how low-level dynamical systems give rise to higher-level dynamical structures.
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  • Problem Solvers Adjust Cognitive Offloading Based on Performance Goals.Patrick P. Weis & Eva Wiese - 2019 - Cognitive Science 43 (12):e12802.
    When incorporating the environment into mental processing (cf., cognitive offloading), one creates novel cognitive strategies that have the potential to improve task performance. Improved performance can, for example, mean faster problem solving, more accurate solutions, or even higher grades at university.1 Although cognitive offloading has frequently been associated with improved performance, it is yet unclear how flexible problem solvers are at matching their offloading habits with their current performance goals (can people improve goal‐related instead of generic performance, e.g., when being (...)
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  • External Representations Reconsidered: Against the Reification of Cognitive Extensions.Marcin Trybulec - 2017 - Avant: Trends in Interdisciplinary Studies 8 (1):229-224.
    Attempts to account for the significance of materiality for cognition should pay special attention to the vehicle in which meaning and information are embedded. Distributed cognition pays surprisingly little attention to conceptualizing the distinction between transitory and durable representations. I use the example of David Kirsh’s research to argue that the bias toward defining cognitive extensions in terms of stable objects existing in space leads to their reification. The aim of this paper is to indicate the sources of reification and (...)
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  • (1 other version)Insights and their emergence in everyday practices.Sarah Bro Trasmundi & Per Linell - 2017 - Pragmatics and Cognition 24 (1):62-90.
    The aim of this article is twofold. First, it is a theoretical and empirically based contribution to the branch of research that studies enabling conditions of human sense-making. It demonstrates the value of a coherent ecological framework, based on dialogism and interactivity for the study of sense-making, problem-solving and task performance in naturalistic contexts. Second, it presents a promising method for the analysis of cognitive activities, Cognitive Event Analysis, with which we investigate real-life medical interactions, especially the emergence of insights (...)
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  • Enacting Media. An Embodied Account of Enculturation Between Neuromediality and New Cognitive Media Theory.Joerg Fingerhut - 2021 - Frontiers in Psychology 12.
    This paper argues that the still-emerging paradigm of situated cognition requires a more systematic perspective on media to capture the enculturation of the human mind. By virtue of being media, cultural artifacts present central experiential models of the world for our embodied minds to latch onto. The paper identifies references to external media within embodied, extended, enactive, and predictive approaches to cognition, which remain underdeveloped in terms of the profound impact that media have on our mind. To grasp this impact, (...)
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  • Humanist and Nonhumanist Aspects of Technologies as Problem Solving Physical Instruments.Sadjad Soltanzadeh - 2015 - Philosophy and Technology 28 (1):139-156.
    A form of metaphysical humanism in the field of philosophy of technology can be defined as the claim that besides technologies’ physical aspects, purely human attributes are sufficient to conceptualize technologies. Metaphysical nonhumanism, on the other hand, would be the claim that the meanings of the operative words in any acceptable conception of technologies refer to the states of affairs or events which are in a way or another shaped by technologies. In this paper, I focus on the conception of (...)
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  • Arranging Objects in Space: Measuring Task‐Relevant Organizational Behaviors During Goal Pursuit.Grayden J. F. Solman & Alan Kingstone - 2017 - Cognitive Science 41 (4):1042-1070.
    Human behavior unfolds primarily in built environments, where the arrangement of objects is a result of ongoing human decisions and actions, yet these organizational decisions have received limited experimental study. In two experiments, we introduce a novel paradigm designed to explore how individuals organize task-relevant objects in space. Participants completed goals by locating and accessing sequences of objects in a computer-based task, and they were free to rearrange the positions of objects at any time. We measure a variety of organization (...)
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  • A metaphysical account of agency for technology governance.Sadjad Soltanzadeh - forthcoming - AI and Society:1-12.
    The way in which agency is conceptualised has implications for understanding human–machine interactions and the governance of technology, especially artificial intelligence (AI) systems. Traditionally, agency is conceptualised as a capacity, defined by intrinsic properties, such as cognitive or volitional facilities. I argue that the capacity-based account of agency is inadequate to explain the dynamics of human–machine interactions and guide technology governance. Instead, I propose to conceptualise agency as impact. Agents as impactful entities can be identified at different levels: from the (...)
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  • (1 other version)Interrogating Feature Learning Models to Discover Insights Into the Development of Human Expertise in a Real‐Time, Dynamic Decision‐Making Task.Catherine Sibert, Wayne D. Gray & John K. Lindstedt - 2016 - Topics in Cognitive Science 8 (4).
    Tetris provides a difficult, dynamic task environment within which some people are novices and others, after years of work and practice, become extreme experts. Here we study two core skills; namely, choosing the goal or objective function that will maximize performance and a feature-based analysis of the current game board to determine where to place the currently falling zoid so as to maximize the goal. In Study 1, we build cross-entropy reinforcement learning models to determine whether different goals result in (...)
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