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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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  • Causation and Realism: The Role of Instrumentally Mediated Empirical Evidence.Mahdi Khalili - forthcoming - In Federica Russo & Phyllis Illari (eds.), Routledge Handbook of Causality and Causal Methods,. Routledge.
    This chapter explores the relevance of empirical evidence to real causes. I argue for the claim that instrumentally mediated empirical results are causally dependent on unobservable entities. I develop this idea in the context of discussions on entity realism. As a consequence of my argument, an antirealist version of empiricism, which underlines the significance of empirical evidence but which abstains from real causation, is incoherent.
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  • Perspectivism and the epistemology of experimentation: From the evaluation to the production of reliable experiments.Jan Potters - 2020 - European Journal for Philosophy of Science 10 (2):1-24.
    My aim in this paper is to propose a way to study the role of perspectives in both the production and justification of experimental knowledge claims. My starting point for this will be Anjan Chakravartty’s claim that Ronald Giere’s perspectival account of the role of instruments in the production of such claims entails relativism in the form of irreducibly incompatible truths. This led Michela Massimi to argue that perspectivism, insofar as it wants to form a realist position, is only concerned (...)
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  • Coordinated pluralism as a means to facilitate integrative taxonomies of cognition.Jacqueline Anne Sullivan - 2017 - Philosophical Explorations 20 (2):129-145.
    The past decade has witnessed a growing awareness of conceptual and methodological hurdles within psychology and neuroscience that must be addressed for taxonomic and explanatory progress in understanding psychological functions to be possible. In this paper, I evaluate several recent knowledge-building initiatives aimed at overcoming these obstacles. I argue that while each initiative offers important insights about how to facilitate taxonomic and explanatory progress in psychology and neuroscience, only a “coordinated pluralism” that incorporates positive aspects of each initiative will have (...)
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  • Examining tensions in the past and present uses of concepts.Eden T. Smith - 2020 - Studies in History and Philosophy of Science Part A 84:84-94.
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  • Calibrating Chromatography: How Tswett Broke the Experimenters’ Regress.Jonathan Livengood & Adam Edwards - 2022 - British Journal for the Philosophy of Science 73 (3):685-710.
    We propose a new account of calibration according to which calibrating a technique shows that the technique does what it is supposed to do. To motivate our account, we examine an early twentieth-century debate about chlorophyll chemistry and Mikhail Tswett’s use of chromatographic adsorption analysis to study it. We argue that Tswett’s experiments established that his technique was reliable in the special case of chlorophyll without relying on either a theory or a standard calibration experiment. We suggest that Tswett broke (...)
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  • When a Crisis Becomes an Opportunity: The Role of Replications in Making Better Theories.Jane Suilin Lavelle - 2022 - British Journal for the Philosophy of Science 73 (4):965-986.
    While it is widely acknowledged that psychology is in the throes of a replication ‘crisis’, relatively little attention has been paid to the role theory plays in our evaluation of replications as ‘failed’ or ‘successful’. This paper applies well-known arguments in philosophy of science about the interplay between theory and experiment to a contemporary case study of infants’ understanding of false belief (Onishi and Baillargeon [2005]), and attempts to replicate it. It argues that the lack of consensus about over-arching theories (...)
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  • Why Replication is Overrated.Uljana Feest - 2019 - Philosophy of Science 86 (5):895-905.
    Current debates about the replication crisis in psychology take it for granted that direct replication is valuable and focus their attention on questionable research practices in regard to statistical analyses. This paper takes a broader look at the notion of replication as such. It is argued that all experimentation/replication involves individuation judgments and that research in experimental psychology frequently turns on probing the adequacy of such judgments. In this vein, I highlight the ubiquity of conceptual and material questions in research, (...)
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  • Data quality, experimental artifacts, and the reactivity of the psychological subject matter.Uljana Feest - 2022 - European Journal for Philosophy of Science 12 (1):1-25.
    While the term “reactivity” has come to be associated with specific phenomena in the social sciences, having to do with subjects’ awareness of being studied, this paper takes a broader stance on this concept. I argue that reactivity is a ubiquitous feature of the psychological subject matter and that this fact is a precondition of experimental research, while also posing potential problems for the experimenter. The latter are connected to the worry about distorted data and experimental artifacts. But what are (...)
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  • The Psychologist’s Green Thumb.Sophia Crüwell - forthcoming - Philosophy of Science.
    The ‘psychologist’s green thumb’ refers to the argument that an experimenter needs an indeterminate set of skills to successfully replicate an effect. This argument is sometimes invoked by psychological researchers to explain away failures of independent replication attempts of their work. In this paper, I assess the psychologist’s green thumb as a candidate explanation for individual replication failure and argue that it is potentially costly for psychology as a field. I also present other, more likely reasons for these replication failures. (...)
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