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  1. From Model Performance to Claim: How a Change of Focus in Machine Learning Replicability Can Help Bridge the Responsibility Gap.Tianqi Kou - manuscript
    Two goals - improving replicability and accountability of Machine Learning research respectively, have accrued much attention from the AI ethics and the Machine Learning community. Despite sharing the measures of improving transparency, the two goals are discussed in different registers - replicability registers with scientific reasoning whereas accountability registers with ethical reasoning. Given the existing challenge of the Responsibility Gap - holding Machine Learning scientists accountable for Machine Learning harms due to them being far from sites of application, this paper (...)
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  • Goal-directed Uses of the Replicability Concept (Preprint).Eden Tariq Smith, Hannah Fraser, Steven Kambouris, Fallon Mody, Martin Bush & Fiona Fidler - forthcoming - In Corrine Bloch-Mullins & Theodore Arabatzis (eds.), Concepts, Induction, and the Growth of Scientific Knowledge.
    The replicability of a research claim is often positioned as an important step in establishing the credibility of scientific research. This expectation persists despite ongoing disagreements over how to characterise replication practices in various contexts. Rather than attempt to explain or resolve these disagreements, we propose that there is value in exploring the variable uses of the replicability concept. To this end, we treat the replicability concept as a goal-directed tool for studying scientific practices. This approach extends scholarship on the (...)
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  • The Significance of Re-Doing Experiments: A Contribution to Historically Informed Methodology.Jutta Schickore - 2011 - Erkenntnis 75 (3):325-347.
    This essay is a contribution to the history of methodological thought. I focus on key methodological criteria for successful experimentation, replication and multiple determinations of empirical evidence. Drawing on reports of experiments with viper venom from the late seventeenth and late eighteenth centuries, as well as on present-day methodological thought I examine whether past experimenters regarded repetition, replication, and multiple determinations as criteria for validity; what exactly they meant by this; what they hoped to gain by repeating, varying, triangulating, and (...)
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  • (1 other version)On the Identity of Thought Experiments: Thought Experiments Rethought.Alisa Bokulich & Mélanie Frappier - 2017 - In Michael T. Stuart, Yiftach Fehige & James Robert Brown (eds.), The Routledge Companion to Thought Experiments. London: Routledge.
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  • Replication, falsification, and the crisis of confidence in social psychology.Brian D. Earp & David Trafimow - 2015 - Frontiers in Psychology 6.
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  • The role of replication in psychological science.Samuel C. Fletcher - 2021 - European Journal for Philosophy of Science 11 (1):1-19.
    The replication or reproducibility crisis in psychological science has renewed attention to philosophical aspects of its methodology. I provide herein a new, functional account of the role of replication in a scientific discipline: to undercut the underdetermination of scientific hypotheses from data, typically by hypotheses that connect data with phenomena. These include hypotheses that concern sampling error, experimental control, and operationalization. How a scientific hypothesis could be underdetermined in one of these ways depends on a scientific discipline’s epistemic goals, theoretical (...)
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  • “It might be this, it should be that…” uncertainty and doubt in day-to-day research practice.Jutta Schickore & Nora Hangel - 2019 - European Journal for Philosophy of Science 9 (2):1-21.
    This paper examines how scientists conceptualize their research methodologies. Do scientists raise concerns about vague criteria and genuine uncertainties in experimental practice? If so, what sorts of issues do they identify as problematic? Do scientists acknowledge the presence of value judgments in scientific research, and do they reflect on the relation between epistemic and non-epistemic criteria for decisionmaking? We present findings from an analysis of qualitative interviews with 63 scientific researchers who talk about their views on good research practice. We (...)
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  • No actual measurement … was required: Maxwell and Cavendish's null method for the inverse square law of electrostatics.Isobel Falconer - 2017 - Studies in History and Philosophy of Science Part A 65:74-86.
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  • El argumento del regreso del experimentador y la replicación de experimentos.Romina Zuppone - 2010 - Scientiae Studia 8 (2):243-271.
    Abstract: The aim of this paper is to analyse and criticize the argument of the experimenters' regress proposed by Harry Collins in 1985. In order to do that, I begin with an introduction to the experiments that aimed to detect gravity waves performed by Joseph Weber during 1970, then I analyse and discuss both forms of the argument: the epistemological and the ontological. Finally, after giving an outline of a theory of experimental reproduction and an explication of the concept of (...)
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  • Economics and the laboratory: some philosophical and methodological problems facing experimental economics.Francesco Guala - 1999 - Dissertation, London School of Economics and Political Science
    Laboratory experimentation was once considered impossible or irrelevant in economics. Recently, however, economic science has gone through a real ‘laboratory revolution’, and experimental economics is now a most lively subfield of the discipline. The methodological advantages and disadvantages of controlled experimentation constitute the main subject of this thesis. After a survey of the literature on experiments in philosophy and economics, the problem of testing normative theories of rationality is tackled. This philosophical issue was at the centre of a famous controversy (...)
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  • Forensic culture as epistemic culture: The sociology of forensic science.Simon A. Cole - 2013 - Studies in History and Philosophy of Science Part C: Studies in History and Philosophy of Biological and Biomedical Sciences 44 (1):36-46.
    This paper explores whether we can interpret the notion of ‘forensic culture’ as something akin to what Knorr-Cetina called an ‘epistemic culture’. Can we speak of a ‘forensic culture’, and, if so, how is it similar to, or different from, other epistemic cultures that exist in what is conventionally called ‘science’? This question has important policy implications given the National Academy Science’s recent identification of ‘culture’ as one of the problems at the root of what it identified as ‘serious deficiencies’ (...)
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  • An Internal Answer to the Experimenters’ Regress through the Analysis of the Semantics of Experimental Results and Their Representational Content.Romina Zuppone - 2017 - Perspectives on Science 25 (1):95-123.
    Despite the fact that reproduction of experiments by peers has traditionally been regarded as of the utmost importance in enabling the intersubjectivity of scientific practice, reproductions may yield discordant results and deciding which result should be favored may not be an easy task. According to Harry Collins, experimental disagreement is resolved by the action of social, political and economic factors, but not by means of epistemic and scientific, or so-called internal reasons. His motivation for such a claim is the presence (...)
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