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The Illusion of Depth of Understanding in Science

In Henk W. De Regt, Sabina Leonelli & Kai Eigner, Scientific Understanding: Philosophical Perspectives. University of Pittsburgh Press. pp. 100--119 (2008)

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  1. Dissecting explanatory power.Petri Ylikoski & Jaakko Kuorikoski - 2010 - Philosophical Studies 148 (2):201–219.
    Comparisons of rival explanations or theories often involve vague appeals to explanatory power. In this paper, we dissect this metaphor by distinguishing between different dimensions of the goodness of an explanation: non-sensitivity, cognitive salience, precision, factual accuracy and degree of integration. These dimensions are partially independent and often come into conflict. Our main contribution is to go beyond simple stipulation or description by explicating why these factors are taken to be explanatory virtues. We accomplish this by using the contrastive-counterfactual approach (...)
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  • What is Understanding? An Overview of Recent Debates in Epistemology and Philosophy of Science.Christoph Baumberger, Claus Beisbart & Georg Brun - 2017 - In Stephen Grimm Christoph Baumberger & Sabine Ammon, Explaining Understanding: New Perspectives from Epistemology and Philosophy of Science. Routledge. pp. 1-34.
    The paper provides a systematic overview of recent debates in epistemology and philosophy of science on the nature of understanding. We explain why philosophers have turned their attention to understanding and discuss conditions for “explanatory” understanding of why something is the case and for “objectual” understanding of a whole subject matter. The most debated conditions for these types of understanding roughly resemble the three traditional conditions for knowledge: truth, justification and belief. We discuss prominent views about how to construe these (...)
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  • Understanding as representation manipulability.Daniel A. Wilkenfeld - 2013 - Synthese 190 (6):997-1016.
    Claims pertaining to understanding are made in a variety of contexts and ways. As a result, few in the philosophical literature have made an attempt to precisely characterize the state that is y understanding x. This paper builds an account that does just that. The account is motivated by two main observations. First, understanding x is somehow related to being able to manipulate x. Second, understanding is a mental phenomenon, and so what manipulations are required to be an understander must (...)
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  • Imagination: A Sine Qua Non of Science.Michael T. Stuart - 2017 - Croatian Journal of Philosophy (49):9-32.
    What role does the imagination play in scientific progress? After examining several studies in cognitive science, I argue that one thing the imagination does is help to increase scientific understanding, which is itself indispensable for scientific progress. Then, I sketch a transcendental justification of the role of imagination in this process.
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  • Understanding with theoretical models.Petri Ylikoski & N. Emrah Aydinonat - 2014 - Journal of Economic Methodology 21 (1):19-36.
    This paper discusses the epistemic import of highly abstract and simplified theoretical models using Thomas Schelling’s checkerboard model as an example. We argue that the epistemic contribution of theoretical models can be better understood in the context of a cluster of models relevant to the explanatory task at hand. The central claim of the paper is that theoretical models make better sense in the context of a menu of possible explanations. In order to justify this claim, we introduce a distinction (...)
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  • On Understanding and Testimony.Federica Isabella Malfatti - 2019 - Erkenntnis 86 (6):1345-1365.
    Testimony spreads information. It is also commonly agreed that it can transfer knowledge. Whether it can work as an epistemic source of understanding is a matter of dispute. However, testimony certainly plays a pivotal role in the proliferation of understanding in the epistemic community. But how exactly do we learn, and how do we make advancements in understanding on the basis of one another’s words? And what can we do to maximize the probability that the process of acquiring understanding from (...)
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  • External representations and scientific understanding.Jaakko Kuorikoski & Petri Ylikoski - 2015 - Synthese 192 (12):3817-3837.
    This paper provides an inferentialist account of model-based understanding by combining a counterfactual account of explanation and an inferentialist account of representation with a view of modeling as extended cognition. This account makes it understandable how the manipulation of surrogate systems like models can provide genuinely new empirical understanding about the world. Similarly, the account provides an answer to the question how models, that always incorporate assumptions that are literally untrue of the model target, can still provide factive explanations. Finally, (...)
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  • Functional explaining: a new approach to the philosophy of explanation.Daniel A. Wilkenfeld - 2014 - Synthese 191 (14):3367-3391.
    In this paper, I argue that explanations just ARE those sorts of things that, under the right circumstances and in the right sort of way, bring about understanding. This raises the question of why such a seemingly simple account of explanation, if correct, would not have been identified and agreed upon decades ago. The answer is that only recently has it been made possible to analyze explanation in terms of understanding without the risk of collapsing both to merely phenomenological states. (...)
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  • Agent-Based Simulation and Sociological Understanding.Petri Ylikoski - 2014 - Perspectives on Science 22 (3):318-335.
    This article discusses agent-based simulation (ABS) as a tool of sociological understanding. I argue that agent-based simulations can play an important role in the expansion of explanatory understanding in the social sciences. The argument is based on an inferential account of understanding (Ylikoski 2009, Ylikoski & Kuorikoski 2010), according to which computer simulations increase our explanatory understanding by expanding our ability to make what-if inferences about social processes and by making these inferences more reliable. The inferential account also suggests a (...)
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  • Where is the understanding?Adam Toon - 2015 - Synthese 192 (12):3859-3875.
    Recent work in epistemology and philosophy of science has argued that understanding is an important cognitive state that philosophers should seek to analyse. This paper offers a new perspective on understanding by looking to work in philosophy of mind and cognitive science. Understanding is normally taken to be inside the head. I argue that this view is mistaken. Often, understanding is a state that criss-crosses brain, body and world. To support this claim, I draw on extended cognition, a burgeoning framework (...)
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  • Non-causal understanding with economic models: the case of general equilibrium.Philippe Verreault-Julien - 2017 - Journal of Economic Methodology 24 (3):297-317.
    How can we use models to understand real phenomena if models misrepresent the very phenomena we seek to understand? Some accounts suggest that models may afford understanding by providing causal knowledge about phenomena via how-possibly explanations. However, general equilibrium models, for example, pose a challenge to this solution since their contribution appears to be purely mathematical results. Despite this, practitioners widely acknowledge that it improves our understanding of the world. I argue that the Arrow–Debreu model provides a mathematical how-possibly explanation (...)
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  • Explanation classification depends on understanding: extending the epistemic side-effect effect.Daniel A. Wilkenfeld & Tania Lombrozo - 2020 - Synthese 197 (6):2565-2592.
    Our goal in this paper is to experimentally investigate whether folk conceptions of explanation are psychologistic. In particular, are people more likely to classify speech acts as explanations when they cause understanding in their recipient? The empirical evidence that we present suggests this is so. Using the side-effect effect as a marker of mental state ascriptions, we argue that lay judgments of explanatory status are mediated by judgments of a speaker’s and/or audience’s mental states. First, we show that attributions of (...)
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  • The Nature of Appearance in Kant’s Transcendentalism: A Seman- tico-Cognitive Analysis.Sergey L. Katrechko - 2018 - Kantian Journal 37 (3):41-55.
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  • Understanding does not depend on (causal) explanation.Philippe Verreault-Julien - 2019 - European Journal for Philosophy of Science 9 (2):18.
    One can find in the literature two sets of views concerning the relationship between understanding and explanation: that one understands only if 1) one has knowledge of causes and 2) that knowledge is provided by an explanation. Taken together, these tenets characterize what I call the narrow knowledge account of understanding. While the first tenet has recently come under severe attack, the second has been more resistant to change. I argue that we have good reasons to reject it on the (...)
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  • Explaining understanding (or understanding explanation).Wesley Van Camp - 2014 - European Journal for Philosophy of Science 4 (1):95-114.
    In debates about the nature of scientific explanation, one theme repeatedly arises: that explanation is about providing understanding. However, the concept of understanding has only recently been explored in any depth, and this paper attempts to introduce a useful concept of understanding to that literature and explore it. Understanding is a higher level cognition, the recognition of connections between various pieces of knowledge. This conception can be brought to bear on the conceptual issues that have thus far been unclear in (...)
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  • Epistemologia serviciilor de informaţii.Nicolae Sfetcu - 2019 - Bucharest, Romania: MultiMedia Publishing.
    Despre analogia existentă între aspectele epistemologice şi metodologice ale activităţii serviciilor de informaţii şi unele discipline ştiinţifice, pledând pentru o abordare mai ştiinţifică a procesului de culegere şi analiză de informaţii din cadrul ciclului de informaţii. Afirm că în prezent aspectele teoretice, ontologice şi epistemologice, în activitatea multor servicii de informaţii, sunt subestimate, determinând înţelegere incompletă a fenomenelor actuale şi creând confuzie în colaborarea inter-instituţională. După o scurtă Introducere, care include o istorie a evoluţiei conceptului de serviciu de informaţii după (...)
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  • Ignorance-Preserving Mental Models Thought Experiments as Abductive Metaphors.Selene Arfini, Claudia Casadio & Lorenzo Magnani - 2019 - Foundations of Science 24 (2):391-409.
    In this paper, we aim at explaining the relevance of thought experiments in philosophy and the history of science by describing them as particular instances of two categories of creative thinking: metaphorical reasoning and abductive cognition. As a result of this definition, we will claim that TEs hold an ignorance-preserving trait that is evidenced in both TEs inferential structure and in the process of scenario creation they presuppose. Elaborating this thesis will allow us to explain the wonder that philosophers of (...)
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  • Explanatory relevance across disciplinary boundaries: the case of neuroeconomics.Jaakko Kuorikoski & Petri Ylikoski - 2010 - Journal of Economic Methodology 17 (2):219–228.
    Many of the arguments for neuroeconomics rely on mistaken assumptions about criteria of explanatory relevance across disciplinary boundaries and fail to distinguish between evidential and explanatory relevance. Building on recent philosophical work on mechanistic research programmes and the contrastive counterfactual theory of explanation, we argue that explaining an explanatory presupposition or providing a lower-level explanation does not necessarily constitute explanatory improvement. Neuroscientific findings have explanatory relevance only when they inform a causal and explanatory account of the psychology of human decision-making.
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  • Axe the X in XAI: A Plea for Understandable AI.Andrés Páez - forthcoming - In Juan Manuel Durán & Giorgia Pozzi, Philosophy of science for machine learning: Core issues and new perspectives. Springer.
    In a recent paper, Erasmus et al. (2021) defend the idea that the ambiguity of the term “explanation” in explainable AI (XAI) can be solved by adopting any of four different extant accounts of explanation in the philosophy of science: the Deductive Nomological, Inductive Statistical, Causal Mechanical, and New Mechanist models. In this chapter, I show that the authors’ claim that these accounts can be applied to deep neural networks as they would to any natural phenomenon is mistaken. I also (...)
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  • Emergence of scientific understanding in real-time ecological research practice.Luana Poliseli - 2020 - History and Philosophy of the Life Sciences 42 (4):1-25.
    Scientific understanding as a subject of inquiry has become widely discussed in philosophy of science and is often addressed through case studies from history of science. Even though these historical reconstructions engage with details of scientific practice, they usually provide only limited information about the gradual formation of understanding in ongoing processes of model and theory construction. Based on a qualitative ethnographic study of an ecological research project, this article shifts attention from understanding in the context of historical case studies (...)
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  • Is Christ really contradictory? Some methodological concerns from the philosophy of science.María Del Rosario Martínez-Ordaz - 2021 - Manuscrito 44 (4):313-339.
    Two of the most important outcomes of The Contradictory Christ include: identifying Christ as an unproblematically contradictory being as well as laying the foundations of an investigation of the logical consequences of the existence of Christ, qua contradictory, within a particular 'theory'. In light of the enormous reluevance of Beall’s The contradictory Christ for the study of inconsistency, my main concern here is to explore the effect of some methodological choices behind Beall’s proposal -this in order to recognize in more (...)
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  • The Mark of Understanding: In Defense of an Ability Account.Sven Delarivière & Bart Van Kerkhove - 2021 - Axiomathes 31 (5):619-648.
    Understanding is a valued trait in any epistemic practice, scientific or not. Yet, when it comes to characterizing its nature, the notion has not received the philosophical attention it deserves. We have set ourselves three tasks in this paper. First, we defend the importance of this endeavor. Second, we consider and criticize a number of proposals to this effect. Third, we defend an alternative account, focusing on abilities as the proper mark of understanding.
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  • Understanding as Usability and Context-Sensitivity to Interests.Andreas Søndergaard - 2023 - Philosophia 51 (5):2603-2623.
    Is understanding subject to a factivity constraint? That is, must the agent’s representation of some subject matter be accurate in order for her to understand that subject matter? ‘No’, I argue in this paper. As an alternative, I formulate a novel manipulationist account of understanding. Rather than correctly representing, understanding, on this account, is a matter of being able to manipulate a representation of the world to satisfy contextually salient interests. This account of understanding is preferable to factivism, I argue, (...)
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  • Collective Understanding — A conceptual defense for when groups should be regarded as epistemic agents with understanding.Sven Delarivière - forthcoming - Avant: Trends in Interdisciplinary Studies (2).
    Could groups ever be an understanding subject (an epistemic agent ascribed with understanding) or should we keep our focus exclusively on the individuals that make up the group? The way this paper will shape an answer to this question is by starting from a case we are most willing to accept as group understanding, then mark out the crucial differences with an unconvincing case, and, ultimately, explain why these differences matter. In order to concoct the cases, however, we need to (...)
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  • Understanding non-modular functionality – lessons from genetic algorithms.Jaakko Kuorikoski & Samuli Pöyhönen - 2013 - Philosophy of Science 80 (5):637-649.
    Evolution is often characterized as a tinkerer that creates efficient but messy solutions to problems. We analyze the nature of the problems that arise when we try to explain and understand cognitive phenomena created by this haphazard design process. We present a theory of explanation and understanding and apply it to a case problem – solutions generated by genetic algorithms. By analyzing the nature of solutions that genetic algorithms present to computational problems, we show that the reason for why evolutionary (...)
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  • Explanation versus Understanding: On Two Roles of Dynamical Systems Theory in Extended Cognition Research.Katarzyna Kuś & Krzysztof Wójtowicz - forthcoming - Foundations of Science:1-26.
    It is widely believed that mathematics carries a substantial part of the explanatory burden in science. However, mathematics can also play important heuristic roles of a different kind, being a source of new ideas and approaches, allowing us to build toy models, enhancing expressive power and providing fruitful conceptualizations. In this paper, we focus on the application of dynamical systems theory (DST) within the extended cognition (EC) field of cognitive science, considering this case study to be a good illustration of (...)
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  • Factive inferentialism and the puzzle of model-based explanation.Philippe Verreault-Julien - 2021 - Synthese 199 (3-4):10039-10057.
    Highly idealized models may serve various epistemic functions, notably explanation, in virtue of representing the world. Inferentialism provides a prima facie compelling characterization of what constitutes the representation relation. In this paper, I argue that what I call factive inferentialism does not provide a satisfactory solution to the puzzle of model-based—factive—explanation. In particular, I show that making explanatory counterfactual inferences is not a sufficient guide for accurate representation, factivity, or realism. I conclude by calling for a more explicit specification of (...)
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  • Understanding with Models.Philippe Verreault-Julien - 2019 - Erasmus Journal for Philosophy and Economics 12 (1):133-136.
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  • Eschewing Entities: Outlining a Biology Based Form of Structural Realism.Steven French - 2013 - In Vassilios Karakostas & Dennis Dieks, EPSA11 Perspectives and Foundational Problems in Philosophy of Science. Cham: Springer. pp. 371--381.
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  • Verstehen verstehen. Eine erkenntnistheoretische Untersuchung.Federica Isabella Malfatti - 2022 - Berlin, Deutschland: Schwabe Verlag.
    Wir Menschen streben danach, die Wirklichkeit zu verstehen. Eine Welt, die wir gut verstehen, ist eine, die wir "im Griff" haben, mit der wir gut umgehen können. Aber was heißt es genau, ein Phänomen der Wirklichkeit zu verstehen? Wie sieht unser Weltbild aus, wenn wir ein Phänomen verstanden haben? Welche Bedingungen müssen erfüllt sein, damit Verstehen gelingt? Die Kernthese des Buches ist, dass wir Phänomene der Wirklichkeit durch noetische Integration verstehen. Wir verstehen Phänomene, indem wir den entsprechenden Informationseinheiten eine sinnvolle (...)
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  • Advancing our understanding of understanding: Jan Faye: The nature of scientific thinking: On interpretation, explanation, and understanding. Basingstoke/new York: Palgrave Macmillan, 2014, xiv+333, $110.00 HB.Xavier de Donato Rodríguez - 2015 - Metascience 24 (3):497-502.
    In recent years, there has been a lot of interest in scientific understanding. There was already a consensus in the philosophy of science about the fact that science provides understanding of the world, but until the 70s there was not a proper and systematic investigation of the matter. This investigation has been notoriously incremental in the last two decades. Nevertheless, there is still no agreed upon way of how to understand “understanding” . Faye’s contribution to the debate proves to be (...)
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  • Analogies du renseignement avec la science et l'archéologie.Sfetcu Nicolae - manuscript
    L'analyse du renseignement présente de nombreuses similitudes épistémologiques importantes avec la science (résolution de problèmes, découverte, utilisation habile des outils, vérification des demandes de connaissances) et s'intéresse davantage aux connaissances a posteriori qu'aux a priori sur la manière ou la base sur laquelle une proposition peut être connue. Tant l'analyse du renseignement que la science se concentrent sur les connaissances acquises à partir d'observations empiriques, connaissances qui sont typiquement a posteriori. La métaphore du puzzle est utilisée à la fois dans (...)
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  • (1 other version)Psa 2012.-Preprint Volume- - unknown
    These preprints were automatically compiled into a PDF from the collection of papers deposited in PhilSci-Archive in conjunction with the PSA 2012.
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  • Analogy of intelligence with other disciplines.Nicolae Sfetcu - manuscript
    Intelligence analysis has many important epistemological resemblances with science (problem solving, discovery, skillful use of tools, knowledge verification) and is more interested in a posteriori than a priori knowledge, on how or the basis on which a proposition may be known. The puzzle metaphor is used in both information and archeology. Both disciplines involve collecting evidence to build as complete a picture as possible. The process of converting raw information into actionable processed intelligence is almost identical for governmental and business (...)
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  • Épistémologie des services de renseignement.Nicolae Sfetcu - 2020 - Drobeta Turnu Severin: MultiMedia Publishing.
    Une analogie entre les aspects épistémologiques et méthodologiques de l'activité des services de renseignement et certaines disciplines scientifiques, en préconisant une approche plus scientifique du processus de collecte et d'analyse de l'information au sein du cycle du renseignement. J'affirme que les aspects théoriques, ontologiques et épistémologiques de l'activité de nombreux services de renseignement sont sous-estimés, ce qui conduit à une compréhension incomplète des phénomènes actuels et à une confusion dans la collaboration interinstitutionnelle. Après une brève Introduction, qui inclut un historique (...)
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