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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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  • Forty Years after Laboratory Life.Joyce C. Havstad - 2020 - Philosophy, Theory, and Practice in Biology 12.
    There is an ongoing and robust tradition of science and technology studies scholars conducting ethnographic laboratory studies. These laboratory studies—like all ethnographies—are each conducted at a particular time, are situated in a particular place, and are about a particular culture. Presumably, this contextual specificity means that such ethnographies have limited applicability beyond the narrow slice of time, place, and culture that they each subject to examination. But we do not always or even often treat them that way. It is beyond (...)
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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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  • Credentialing scientific claims.Frederick Suppe - 1993 - Perspectives on Science 1 (2):153-203.
    This article seeks rapprochement between the sociology of knowledge and philosophy of science by attempting to capture the best social constructionist insights within a strongly realistic philosophy of science. Key to doing so are separating the grounds for the individual scientist coming to know that P from those grounds for socially credentialing the claim that P within the relevant scientific subcommunity and showing how truth considerations can enter into the analysis of knowledge without interfering with social constructionist treatments of credentialing (...)
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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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  • The structure of a scientific paper.Frederick Suppe - 1998 - Philosophy of Science 65 (3):381-405.
    Scientific articles exemplify standard functional units constraining argumentative structures. Severe space limitations demand every paragraph and illustration contribute to establishing the paper's claims. Philosophical testing and confirmation models should take into account each paragraph, table, and illustration. Hypothetico-Deductive, Bayesian Inductive, and Inference-to-the-Best-Explanation models do not, garbling the logic of papers. Micro-analysis of the fundamental paper in plate tectonics reveals an argumentative structure commonplace in science but ignored by standard philosophical accounts that cannot be dismissed as mere rhetorical embellishment. Papers with (...)
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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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  • What Does History Matter to Philosophy of Science? The Concept of Replication and the Methodology of Experiments.Jutta Schickore - 2011 - Journal of the Philosophy of History 5 (3):513-532.
    Scientists and philosophers generally agree that the replication of experiments is a key ingredient of good and successful scientific practice. “One-offs“ are not significant; experiments must be replicable to be considered valid and important. But the term “replication“ has been used in a number of ways, and it is therefore quite difficult to appraise the meaning and significance of replications. I consider how history may help - and has helped - with this task. I propose that: 1) Studies of past (...)
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  • The rule of reproducibility and its applications in experiment appraisal.Xiang Chen - 1994 - Synthese 99 (1):87 - 109.
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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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  • Replication, falsification, and the crisis of confidence in social psychology.Brian D. Earp & David Trafimow - 2015 - Frontiers in Psychology 6.
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  • Karl Popper and Lamarckism.Elena Aronova - 2007 - Biological Theory 2 (1):37-51.
    The article discusses Karl Popper’s account of Lamarckism. In this article I use Popper’s published and unpublished statements regarding Lamarckism as well as his correspondence with the Australian immunologist Edward Steele and other biologists to examine why Popper was interested in Lamarckism, how his account of Lamarckism can be understood in the context of his philosophy, and what, if any, new context Popper provided for the discussion of this abandoned doctrine. I begin by discussing Popper’s frame of reference regarding Lamarckism, (...)
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  • Experimental Skills and Experiment Appraisal.Xiang Chen - 1994 - In Peter Achinstein & Laura J. Snyder (eds.), Scientific methods: conceptual and historical problems. Malabar, Fla.: Krieger Pub. Co.. pp. 45--66.
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