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  1. Big Data, new epistemologies and paradigm shifts.Rob Kitchin - 2014 - Big Data and Society 1 (1).
    This article examines how the availability of Big Data, coupled with new data analytics, challenges established epistemologies across the sciences, social sciences and humanities, and assesses the extent to which they are engendering paradigm shifts across multiple disciplines. In particular, it critically explores new forms of empiricism that declare ‘the end of theory’, the creation of data-driven rather than knowledge-driven science, and the development of digital humanities and computational social sciences that propose radically different ways to make sense of culture, (...)
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  • Styles of Knowing: A new history of science from ancient times to the present.Chunglin Kwa - 2011 - University of Pittsburgh Press.
    Now available in English, Styles of Knowing explores the development of various scientific reasoning processes in cultural-historical context. Influenced by historian Alistair Crombie’s Styles of Scientific Thinking in the European Tradition, Chunglin Kwa organizes his book according to six distinct styles: deductive, experimental, analytical-hypothetical, taxonomic, statistical, and evolutionary. Instead of featuring individual scientific disciplines in different chapters, each chapter explains the historical applications of each style’s unique criterion for good science. Kwa shows also how styles have influenced each other and (...)
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  • Is Trust an Epistemological Notion?Gloria Origgi - 2004 - Episteme 1 (1):61-72.
    Although there is widespread agreement that our epistemic dependence on other people's knowledge is a key ingredient of our cognitive life, the role of trust in this dependence is much more open to debate. Is trust in epistemic authority—or “epistemic trust” for short—an epistemological notion in any sense, or is it simply a bridge-concept that connects our epistemological concerns to moral issues? Should we depict it in terms of the more familiar sociological notion of trust as a basis for cooperation?
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  • Science in action: how to follow scientists and engineers through society.Bruno Latour - 1987 - Cambridge: Harvard University Press.
    In this book Bruno Latour brings together these different approaches to provide a lively and challenging analysis of science, demonstrating how social context..
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  • Data feminism.Catherine D'Ignazio - 2020 - Cambridge, Massachusetts: The MIT Press. Edited by Lauren F. Klein.
    We have seen through many examples that data science and artificial intelligence can reinforce structural inequalities like sexism and racism. Data is power, and that power is distributed unequally. This book offers a vision for a feminist data science that can challenge power and work towards justice. This book takes a stand against a world that benefits some (including the authors, two white women) at the expense of others. It seeks to provide concrete steps for data scientists seeking to learn (...)
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  • Epistemic dependence and collective scientific knowledge.Jeroen de Ridder - 2014 - Synthese 191 (1):1-17.
    I argue that scientific knowledge is collective knowledge, in a sense to be specified and defended. I first consider some existing proposals for construing collective knowledge and argue that they are unsatisfactory, at least for scientific knowledge as we encounter it in actual scientific practice. Then I introduce an alternative conception of collective knowledge, on which knowledge is collective if there is a strong form of mutual epistemic dependence among scientists, which makes it so that satisfaction of the justification condition (...)
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  • The politics of certainty: Conceptions of science in an age of uncertainty.Carl A. Rubino - 2000 - Science and Engineering Ethics 6 (4):499-508.
    The prestige of science, derived from its claims to certainty, has adversely affected the humanities. There is, in fact, a “politics of certainty”. Our ability to predict events in a limited sphere has been idealized, engendering dangerous illusions about our power to control nature and eliminate time. In addition, the perception and propagation of science as a bearer of certainty has served to legitimate harmful forms of social, sexual, and political power. Yet, as Ilya Prigogine has argued, renewed attention to (...)
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  • Doubt and the Algorithm: On the Partial Accounts of Machine Learning.Louise Amoore - 2019 - Theory, Culture and Society 36 (6):147-169.
    In a 1955 lecture the physicist Richard Feynman reflected on the place of doubt within scientific practice. ‘Permit us to question, to doubt, to not be sure’, proposed Feynman, ‘it is possible to live and not to know’. In our contemporary world, the science of machine learning algorithms appears to transform the relations between science, knowledge and doubt, to make even the most doubtful event amenable to action. What might it mean to ‘leave room for doubt’ or ‘to live and (...)
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  • Critical Data Studies: A dialog on data and space.Jim Thatcher, Linnet Taylor & Craig M. Dalton - 2016 - Big Data and Society 3 (1).
    In light of recent technological innovations and discourses around data and algorithmic analytics, scholars of many stripes are attempting to develop critical agendas and responses to these developments. In this mutual interview, three scholars discuss the stakes, ideas, responsibilities, and possibilities of critical data studies. The resulting dialog seeks to explore what kinds of critical approaches to these topics, in theory and practice, could open and make available such approaches to a broader audience.
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