A mid-level approach to modeling scientific communities

Studies in History and Philosophy of Science Part A 76:49-59 (2019)
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Abstract

This paper provides an account of mid-level models, which calibrate highly theoretical agent-based models of scientific communities by incorporating empirical information from real-world systems. As a result, these models more closely correspond with real-world communities, and are better suited for informing policy decisions than extant how-possibly models. I provide an exemplar of a mid-level model of science funding allocation that incorporates bibliometric data from scientific publications and data generated from empirical studies of peer review into an epistemic landscape model. The results of my model show that on a dynamic epistemic landscape, allocating funding by modified and pure lottery strategies performs comparably to a perfect selection funding allocation strategy. These results support the idea that introducing randomness into a funding allocation process may be a tractable policy worth exploring further through pilot studies. My exemplar shows that agent-based models need not be restricted to the abstract and the a-priori; they can also be informed by real empirical data.

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Citations of this work

Creativity, conservativeness & the social epistemology of science.Adrian Currie - 2019 - Studies in History and Philosophy of Science Part A 76:1-4.
Formal Models of Scientific Inquiry in a Social Context: An Introduction.Dunja Šešelja, Christian Straßer & AnneMarie Borg - 2020 - Journal for General Philosophy of Science / Zeitschrift für Allgemeine Wissenschaftstheorie 51 (2):211-217.

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References found in this work

How the laws of physics lie.Nancy Cartwright - 1983 - New York: Oxford University Press.
The Structure of scientific theories.Frederick Suppe (ed.) - 1974 - Urbana,: University of Illinois Press.
A Philosophy for the Science of Well-Being.Anna Alexandrova - 2017 - New York: Oxford University Press.

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