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Model-based reasoning in conceptual change

In L. Magnani, Nancy Nersessian & Paul Thagard (eds.), Model-Based Reasoning in Scientific Discovery. Kluwer/Plenum. pp. 5--22 (1999)

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  1. Metaphysics as modeling: the handmaiden’s tale.L. A. Paul - 2012 - Philosophical Studies 160 (1):1-29.
    Critics of contemporary metaphysics argue that it attempts to do the hard work of science from the ease of the armchair. Physics, not metaphysics, tells us about the fundamental facts of the world, and empirical psychology is best placed to reveal the content of our concepts about the world. Exploring and understanding the world through metaphysical reflection is obsolete. In this paper, I will show why this critique of metaphysics fails, arguing that metaphysical methods used to make claims about the (...)
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  • Scientific Models.Stephen M. Downes - 2011 - Philosophy Compass 6 (11):757-764.
    This contribution provides an assessment of the epistemological role of scientific models. The prevalent view that all scientific models are representations of the world is rejected. This view points to a unified way of resolving epistemic issues for scientific models. The emerging consensus in philosophy of science that models have many different epistemic roles in science is presented and defended.
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  • Models as interpreters.Chuanfei Chin - 2011 - Studies in History and Philosophy of Science Part A 42 (2):303-312.
    Most philosophical accounts of scientific models assume that models represent some aspect, or some theory, of reality. They also assume that interpretation plays only a supporting role. This paper challenges both assumptions. It proposes that models can be used in science to interpret reality. (a) I distinguish these interpretative models from representational ones. They find new meanings in a target system’s behaviour, rather than fit its parts together. They are built through idealisation, abstraction and recontextualisation. (b) To show how interpretative (...)
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  • Conjectures and manipulations: External representations in scientific reasoning.Lorenzo Magnani - 2002 - Mind and Society 3 (1):9-31.
    What I call theoretical abduction (sentential and model-based) certainly illustrates much of what is important in abductive reasoning, especially the objective of selecting and creating a set of hypotheses that are able to dispense good (preferred) explanations of data, but fails to account for many cases of explanations occurring in science or in everyday reasoning when the exploitation of the environment is crucial. The concept of manipulative abduction is devoted to capture the role of action in many interesting situations: action (...)
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  • Symposium on “Cognition and Rationality: Part I” The rationality of scientific discovery: abductive reasoning and epistemic mediators. [REVIEW]Lorenzo Magnani - 2006 - Mind and Society 5 (2):213-228.
    Philosophers have usually offered a number of ways of describing hypotheses generation, but all aim at demonstrating that the activity of generating hypotheses is paradoxical, illusory or obscure, and then not analysable. Those descriptions are often so far from Peircian pragmatic prescription and so abstract to result completely unknowable and obscure. The “computational turn” gives us a new way to understand creative processes in a strictly pragmatic sense. In fact, by exploiting artificial intelligence and cognitive science tools, computational philosophy allows (...)
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  • (3 other versions)Preface.Lorenzo Magnani & Nancy J. Nersessian - 2001 - Mind and Society 2 (2):29-32.
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  • Conceptual mapping through keyword coupled clustering.Zvika Marx & Ido Dagan - 2001 - Mind and Society 2 (2):59-85.
    This paper introduces coupled clustering—a novel computational framework for detecting corresponding themes in unstructured data. Gaining its inspiration from the structure mapping theory, our framework utilizes unsupervised statistical learning tools for automatic construction of aligned representations reflecting the context of the particular mapping being made. The coupled clustering algorithm is demonstrated and evaluated through detecting conceptual correspondences in textual corpora. In its current phase, the method is primarily oriented towards context-dependent feature-based similarity. However, it is preliminary demonstrated how it could (...)
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  • Thought experiments and mental simulations.John Zeimbekis - 2011 - In Katerina Ierodiakonou & Sophie Roux (eds.), Thought Experiments in Methodological and Historical Contexts. Brill.
    Thought experiments have a mysterious way of informing us about the world, apparently without examining it, yet with a great degree of certainty. It is tempting to try to explain this capacity by making use of the idea that in thought experiments, the mind somehow simulates the processes about which it reaches conclusions. Here, I test this idea. I argue that when they predict the outcomes of hypothetical physical situations, thought experiments cannot simulate physical processes. They use mental models, which (...)
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  • Connecting internal and external representations: Spatial transformations of scientific visualizations. [REVIEW]J. Gregory Trafton, Susan B. Trickett & Farilee E. Mintz - 2005 - Foundations of Science 10 (1):89-106.
    Many scientific discoveries have depended on external diagrams or visualizations. Many scientists also report to use an internal mental representation or mental imagery to help them solve problems and reason. How do scientists connect these internal and external representations? We examined working scientists as they worked on external scientific visualizations. We coded the number and type of spatial transformations (mental operations that scientists used on internal or external representations or images) and found that there were a very large number of (...)
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  • Model-based and manipulative abduction in science.Lorenzo Magnani - 2004 - Foundations of Science 9 (3):219-247.
    What I call theoretical abduction (sentential and model-based)certainly illustrates much of what is important in abductive reasoning, especially the objective of selecting and creating a set of hypotheses that are able to dispense good (preferred) explanations of data, but fails to account for many cases of explanation occurring in science or in everyday reasoning when the exploitation of the environment is crucial. The concept of manipulative abduction is devoted to capture the role of action in many interesting situations: action provides (...)
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  • The strategy of model-based science.Peter Godfrey-Smith - 2006 - Biology and Philosophy 21 (5):725-740.
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  • Folk psychology as a model.Peter Godfrey-Smith - 2005 - Philosophers' Imprint 5:1-16.
    I argue that everyday folk-psychological skill might best be explained in terms of the deployment of something like a model, in a specific sense drawn from recent philosophy of science. Theoretical models in this sense do not make definite commitments about the systems they are used to understand; they are employed with a particular kind of flexibility. This analysis is used to dissolve the eliminativism debate of the 1980s, and to transform a number of other questions about the status and (...)
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  • (1 other version)Mechanisms and psychological explanation.Cory Wright & William Bechtel - 2006 - In Paul Thagard (ed.), Handbook of the Philosophy of Psychology and Cognitive Science. Elsevier.
    As much as assumptions about mechanisms and mechanistic explanation have deeply affected psychology, they have received disproportionately little analysis in philosophy. After a historical survey of the influences of mechanistic approaches to explanation of psychological phenomena, we specify the nature of mechanisms and mechanistic explanation. Contrary to some treatments of mechanistic explanation, we maintain that explanation is an epistemic activity that involves representing and reasoning about mechanisms. We discuss the manner in which mechanistic approaches serve to bridge levels rather than (...)
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  • International Handbook of Research in History, Philosophy and Science Teaching.Michael R. Matthews (ed.) - 2014 - Springer.
    This inaugural handbook documents the distinctive research field that utilizes history and philosophy in investigation of theoretical, curricular and pedagogical issues in the teaching of science and mathematics. It is contributed to by 130 researchers from 30 countries; it provides a logically structured, fully referenced guide to the ways in which science and mathematics education is, informed by the history and philosophy of these disciplines, as well as by the philosophy of education more generally. The first handbook to cover the (...)
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  • Embodied Knowledge, Conceptual Change, and the A Priori; or, Justification, Revision, and the Ways Life Could Go.Robert D. Rupert - 2016 - American Philosophical Quarterly 53 (2):169-192.
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  • The Extra-Theoretical Dimension of Discovery Extracting Knowledge by Abduction.Lorenzo Magnani - 2007 - In Soraj Hongladarom (ed.), Computing and Philosophy in Asia. Cambridge Scholars Press. pp. 143.
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  • Soccer Science and the Bayes Community: Exploring the Cognitive Implications of Modern Scientific Communication.Jeff Shrager, Dorrit Billman, Gregorio Convertino, J. P. Massar & Peter Pirolli - 2010 - Topics in Cognitive Science 2 (1):53-72.
    Science is a form of distributed analysis involving both individual work that produces new knowledge and collaborative work to exchange information with the larger community. There are many particular ways in which individual and community can interact in science, and it is difficult to assess how efficient these are, and what the best way might be to support them. This paper reports on a series of experiments in this area and a prototype implementation using a research platform called CACHE. CACHE (...)
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  • The use of converse abduction in Kepler.JohanArnt Myrstad - 2004 - Foundations of Science 9 (3):321-338.
    This paper explains how Kepler in his ``War onMars'' applied systems of models organized bothin a perspectival and in a stratifiedconceptual sense. With the help of thesesystems Kepler worked out successively moredeterminate models for the planetary orbits.Along the way he discovered the Keplerian lawsas consequences of the distance rule, hisleading regulative principle. The selection ofdecisive, so called privileged, observations,as well as the determinate geometrical andkinematical description of the phenomena,result from the application of this principleto the developing of models. Kepler's method (...)
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  • Conjectures and manipulations. Computational modeling and the extra- theoretical dimension of scientific discovery.Lorenzo Magnani - 2004 - Minds and Machines 14 (4):507-538.
    Computational philosophy (CP) aims at investigating many important concepts and problems of the philosophical and epistemological tradition in a new way by taking advantage of information-theoretic, cognitive, and artificial intelligence methodologies. I maintain that the results of computational philosophy meet the classical requirements of some Peircian pragmatic ambitions. Indeed, more than a 100 years ago, the American philosopher C.S. Peirce, when working on logical and philosophical problems, suggested the concept of pragmatism(pragmaticism, in his own words) as a logical criterion to (...)
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  • Why are you talking to yourself? The epistemic role of inner speech in reasoning.Wade Munroe - 2022 - Noûs 56 (4):841-866.
    People frequently report that, at times, their thought has a vocal character. Thinking commonly appears to be accompanied or constituted by silently ‘talking’ to oneself in inner speech. In this paper, we explore the specifically epistemic role of inner speech in conscious reasoning. A plausible position—but one I argue is ultimately wrong—is that inner speech plays asolelyfacilitative role that is exhausted by (i) serving as the vehicle of representation for conscious reasoning, and/or (ii) allowing one to focus on certain types (...)
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  • Inference and the structure of concepts.Matías Osta Vélez - 2020 - Dissertation, Ludwig Maximilians Universität, München
    This thesis studies the role of conceptual content in inference and reasoning. The first two chapters offer a theoretical and historical overview of the relation between inference and meaning in philosophy and psychology. In particular, a critical analysis of the formality thesis, i.e., the idea that rational inference is a rule-based and topic-neutral mechanism, is advanced. The origins of this idea in logic and its influence in philosophy and cognitive psychology are discussed. Chapter 3 consists of an analysis of the (...)
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  • Modeling intentional agency: a neo-Gricean framework.Matti Sarkia - 2021 - Synthese 199 (3-4):7003-7030.
    This paper analyzes three contrasting strategies for modeling intentional agency in contemporary analytic philosophy of mind and action, and draws parallels between them and similar strategies of scientific model-construction. Gricean modeling involves identifying primitive building blocks of intentional agency, and building up from such building blocks to prototypically agential behaviors. Analogical modeling is based on picking out an exemplary type of intentional agency, which is used as a model for other agential types. Theoretical modeling involves reasoning about intentional agency in (...)
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  • Moral Tuning.Sveinung Sundfør Sivertsen, Jill Halstead & Rasmus T. Slaattelid - 2018 - Metaphilosophy 49 (4):435-458.
    Can a set of musical metaphors in a treatise on ethics reveal something about the nature and source of moral autonomy? This article argues that it can. It shows how metaphorical usage of words like tone, pitch, and concord in Adam Smith's Theory of Moral Sentiments can be understood as elements of an analogical model for morality. What this model tells us about morality depends on how we conceptualise music. In contrast to earlier interpretations of Smith's metaphors that have seen (...)
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  • Analogue Quantum Simulation: A Philosophical Prospectus.Dominik Hangleiter, Jacques Carolan & Karim P. Y. Thebault - unknown
    This paper provides the first systematic philosophical analysis of an increasingly important part of modern scientific practice: analogue quantum simulation. We introduce the distinction between `simulation' and `emulation' as applied in the context of two case studies. Based upon this distinction, and building upon ideas from the recent philosophical literature on scientific understanding, we provide a normative framework to isolate and support the goals of scientists undertaking analogue quantum simulation and emulation. We expect our framework to be useful to both (...)
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  • What notion of possibility should we use in assessing scientific thought experiments?Rawad El Skaf - 2017 - Lato Sensu: Revue de la Société de Philosophie des Sciences 4 (1):19-30.
    It is usually claimed that in order to assess a thought experiment we should assess the nomological possibility, or realizability in principle, of its scenario. This is undoubtedly true for many TEs, such as Bohr’s reply to Einstein’s photon box. Nevertheless, in some cases, such as Maxwell’s demon, this requirement should be relaxed. Many accounts of TEs fail in this regard. In particular, experimental and some mental model accounts are too strict, since they always require realizability in principle. This paper (...)
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  • The Strategies of Modeling in Biology Education.Julia Svoboda & Cynthia Passmore - 2013 - Science & Education 22 (1):119-142.
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  • The Applicability of Mathematics as a Philosophical Problem: Mathematization as Exploration.Johannes Lenhard & Michael Otte - 2018 - Foundations of Science 23 (4):719-737.
    This paper discerns two types of mathematization, a foundational and an explorative one. The foundational perspective is well-established, but we argue that the explorative type is essential when approaching the problem of applicability and how it influences our conception of mathematics. The first part of the paper argues that a philosophical transformation made explorative mathematization possible. This transformation took place in early modernity when sense acquired partial independence from reference. The second part of the paper discusses a series of examples (...)
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  • (2 other versions)Logic and Abduction: Cognitive Externalizations in Demonstrative Environments.Lorenzo Magnani - 2009 - Theoria 22 (3):275-284.
    In her book Abductive Reasoning Atocha Aliseda stresses the attention to the logical models of abduction, centering on the semantic tableaux as a method for extending and improving both the whole cognitive/philosophical view on it and on other more restricted logical approaches. I will describe the importance of increasing logical knowledge on abduction also taking advantage of some ideas coming from the so-called distributed cognition where logical models are seen as forms of cognitive externalizations of preexistent in-formal human reasoning performances.
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  • When one model is not enough: Combining epistemic tools in systems biology.Sara Green - 2013 - Studies in History and Philosophy of Science Part C: Studies in History and Philosophy of Biological and Biomedical Sciences 44 (2):170-180.
    In recent years, the philosophical focus of the modeling literature has shifted from descriptions of general properties of models to an interest in different model functions. It has been argued that the diversity of models and their correspondingly different epistemic goals are important for developing intelligible scientific theories. However, more knowledge is needed on how a combination of different epistemic means can generate and stabilize new entities in science. This paper will draw on Rheinberger’s practice-oriented account of knowledge production. The (...)
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  • Multimodal Abduction: External Semiotic Anchors and Hybrid Representations.Lorenzo Magnani - 2006 - Logic Journal of the IGPL 14 (2):107-136.
    Our brains make up a series of signs and are engaged in making or manifesting or reacting to a series of signs: through this semiotic activity they are at the same time engaged in “being minds” and so in thinking intelligently. An important effect of this semiotic activity of brains is a continuous process of “externalization of the mind” that exhibits a new cognitive perspective on the mechanisms underling the semiotic emergence of abductive processes of meaning formation. To illustrate this (...)
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  • Models in Science and in Learning Science: Focusing Scientific Practice on Sense-making.Cynthia Passmore, Julia Svoboda Gouvea & Ronald Giere - 2014 - In Michael R. Matthews (ed.), International Handbook of Research in History, Philosophy and Science Teaching. Springer. pp. 1171-1202.
    The central aim of science is to make sense of the world. To move forward as a community endeavor, sense-making must be systematic and focused. The question then is how do scientists actually experience the sense-making process? In this chapter we examine the “practice turn” in science studies and in particular how as a result of this turn scholars have come to realize that models are the “functional unit” of scientific thought and form the center of the reasoning/sense-making process. This (...)
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  • Interpreting scientific and engineering practices: Integrating the cognitive, social, and cultural dimensions.N. J. Nersessian - 2005 - In M. Gorman, R. Tweney, D. Gooding & A. Kincannon (eds.), Scientific and Technological Thinking. Erlbaum. pp. 17--56.
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  • (3 other versions)Preface.Lorenzo Magnani & Nancy J. Nersessian - 2002 - Mind and Society 3 (1):3-7.
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  • Imagination's grip on science.Tim Mey - 2006 - Metaphilosophy 37 (2):222-239.
    In part because “imagination” is a slippery notion, its exact role in the production of scientific knowledge remains unclear. There is, however, one often explicit and deliberate use of imagination by scientists that can be (and has been) studied intensively by epistemologists and historians of science: thought experiments. The main goal of this article is to document the varieties of thought experimentation, not so much in terms of the different sciences in which they occur but rather in terms of the (...)
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  • The distribution of representation.Lisa M. Osbeck & Nancy J. Nersessian - 2006 - Journal for the Theory of Social Behaviour 36 (2):141–160.
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  • (3 other versions)Prefacr.Lorenzo Magnani, Nancy J. Nersessian & Paul Thagard - 2000 - Foundations of Science 5 (2):121-127.
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  • (1 other version)Preface.Lorenzo Magnani & Nancy J. Nersessian - 2005 - Foundations of Science 10 (1):1-4.
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  • Morphodynamical abduction. Causation by attractors dynamics of explanatory hypotheses in science.Lorenzo Magnani & Matteo Piazza - 2005 - Foundations of Science 10 (1):107-132.
    Philosophers of science today by and large reject the cataclysmic and irrational interpretation of the scientific enterprise claimed by Kuhn. Many computational models have been implemented to rationally study the conceptual change in science. In this recent tradition a key role is played by the concept of abduction as a mechanism by which new explanatory hypotheses are introduced. Nevertheless some problems in describing the most interesting abductive issues rise from the classical computational approach. It describes a cognitive process (and so (...)
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  • Remodeling the past.Tim De Mey - 2005 - Foundations of Science 10 (1):47-66.
    In some of the papers in which she develops and defends the mental modelview of thought experiments in physics, Nersessian expresses the belief that her account has implications for thought experiments in other domains as well. In this paper, I argue, firstly, that counterfactual reasoning has a legitimate place in historical inquiry, and secondly, that the mental model view can account for such "alternative histories". I proceed as follows. Firstly, I review the main accounts of thought experiments in physics and (...)
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  • Philosophy of Science and the Curse of the Case Study.Adrian Currie - 2015 - In Christopher Daly (ed.), Palgrave Handbook on Philosophical Methods. Palgrave Macmillan. pp. 553-572.
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  • (1 other version)Models in Search of Targets: Exploratory Modelling and the Case of Turing Patterns.Axel Gelfert - 2018 - In Alexander Christian, David Hommen, Gerhard Schurz & N. Retzlaff (eds.), Philosophy of Science. European Studies in Philosophy of Science, vol 9. Springer. pp. 245-269.
    Traditional frameworks for evaluating scientific models have tended to downplay their exploratory function; instead they emphasize how models are inherently intended for specific phenomena and are to be judged by their ability to predict, reproduce, or explain empirical observations. By contrast, this paper argues that exploration should stand alongside explanation, prediction, and representation as a core function of scientific models. Thus, models often serve as starting points for future inquiry, as proofs of principle, as sources of potential explanations, and as (...)
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  • Teaching scientific creativity through philosophy of science.Rasmus Jaksland - 2021 - European Journal for Philosophy of Science 11 (4):1-17.
    There is a demand to nurture scientific creativity in science education. This paper proposes that the relevant conceptual infrastructure with which to teach scientific creativity is often already included in philosophy of science courses, even those that do not cover scientific creativity explicitly. More precisely, it is shown how paradigm theory can serve as a framework with which to introduce the differences between combinational, exploratory, and transformational creativity in science. Moreover, the types of components given in Kuhn’s disciplinary matrix are (...)
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  • Expert Text Analysis in the Inclusion of History and Philosophy of Science in Higher Education.Vitaly Pronskikh & Galina V. Sorina - 2022 - Science & Education 31 (4):961-975.
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  • Spoiler Alert! Unveiling the Plot in Thought Experiments and other Fictional Works.Daniele Molinari - 2020 - Argumenta 1 (11):81-97.
    According to a recent philosophical claim, “works of fiction are thought experiments” (Elgin 2007: 47), though there are relevant differences, as the role of spoilers shows—they can ruin a novel but improve the understanding we can gain through a thought experiment. In the present article I will analyze the role of spoilers and argue for a more differentiated perspective on the relation between literature and thought experiments. I will start with a short discussion of different perspectives on thought experiments and (...)
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  • (2 other versions)Capturing the scientific imagination.Fiora Salis & Roman Frigg - 2019 - In Arnon Levy & Peter Godfrey-Smith (eds.), The Scientific Imagination. New York, US: Oup Usa.
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  • Considerações sobre a epistemologia dos experimentos mentais // Considerations about epistemology of thought experiments.Marcia Regina Santana Pereira - 2015 - Conjectura: Filosofia E Educação 20 (3):181-197.
    A ciência é feita das escolhas de seus protagonistas e como tal, repleta de subjetividade. Uma teoria científica é uma suposição explicativa e negar a influência da imaginação como agente ativo na construção do conhecimento seria no mínimo ingenuidade. Embora a ciência possua regras bem definidas, seu método se limita a obtenção e tratamento de dados. O surgimento da ideia ou da hipótese inicial é fruto do salto intuitivo da livre imaginação humana. A Experimentação Mental é o processo de empregar (...)
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  • Mathematical Representations in Science: A Cognitive–Historical Case History.Ryan D. Tweney - 2009 - Topics in Cognitive Science 1 (4):758-776.
    The important role of mathematical representations in scientific thinking has received little attention from cognitive scientists. This study argues that neglect of this issue is unwarranted, given existing cognitive theories and laws, together with promising results from the cognitive historical analysis of several important scientists. In particular, while the mathematical wizardry of James Clerk Maxwell differed dramatically from the experimental approaches favored by Michael Faraday, Maxwell himself recognized Faraday as “in reality a mathematician of a very high order,” and his (...)
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  • Remodeling the Past.Tim Mey - 2005 - Foundations of Science 10 (1):47-66.
    In some of the papers in which she develops and defends the mental modelview of thought experiments in physics, Nersessian expresses the belief that her account has implications for thought experiments in other domains as well. In this paper, I argue, firstly, that counterfactual reasoning has a legitimate place in historical inquiry, and secondly, that the mental model view can account for such "alternative histories". I proceed as follows. Firstly, I review the main accounts of thought experiments in physics and (...)
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  • Time-scale dynamics and the development of an embodied cognition.Esther Thelen - 1995 - In Tim van Gelder & Robert Port (eds.), Mind As Motion: Explorations in the Dynamics of Cognition. MIT Press. pp. 69--100.
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  • Discovering discovery: How faraday found the first metallic colloid.Ryan D. Tweney - 2006 - Perspectives on Science 14 (1):97-121.
    : In 1856, Michael Faraday (1791–1867) conducted nearly a year's worth of research on the optical properties of gold, in the course of which he discovered the first metallic colloids. Following our own discovery of hundreds of the specimens prepared by Faraday for this research, the present paper describes the cognitive role of these "epistemic artifacts" in the dynamics of Faraday's research practices. Analysis of the specimens, Faraday's Diary records, and replications of selected procedures (partly to replace missing kinds of (...)
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