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Model templates: transdisciplinary application and entanglement

The omnipresence of the same basic equations, function forms, algorithms, and quantitative methods is one of the most spectacular characteristics of contemporary modeling practice. Recently, the emergence of the discussion of templates and template transfer has addressed this striking cross-discipli...

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Autores principales: Knuuttila, Tarja, Loettgers, Andrea
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Netherlands 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10238306/
https://www.ncbi.nlm.nih.gov/pubmed/37274612
http://dx.doi.org/10.1007/s11229-023-04178-3
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author Knuuttila, Tarja
Loettgers, Andrea
author_facet Knuuttila, Tarja
Loettgers, Andrea
author_sort Knuuttila, Tarja
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description The omnipresence of the same basic equations, function forms, algorithms, and quantitative methods is one of the most spectacular characteristics of contemporary modeling practice. Recently, the emergence of the discussion of templates and template transfer has addressed this striking cross-disciplinary reach of certain mathematical forms and computational algorithms. In this paper, we develop a notion of a model template, consisting of its mathematical structure, ontology, prototypical properties and behaviors, focal conceptualizations, and the paradigmatic questions it addresses. We apply this notion to three widely disseminated and powerful model templates: the Sherrington-Kirkpatrick model of spin glasses, scale-free networks, and the Kuramoto model of synchronization. We argue that what appears to be an interdisciplinary model transfer between different domains turns out, from a broader perspective, to be the application of transdisciplinary model templates across a multitude of domains. We also point out a further feature of template-based modeling that so far has not been discussed: template entanglement. Such entanglement enhances and makes manifest the conceptual side of model templates.
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spelling pubmed-102383062023-06-04 Model templates: transdisciplinary application and entanglement Knuuttila, Tarja Loettgers, Andrea Synthese Original Research The omnipresence of the same basic equations, function forms, algorithms, and quantitative methods is one of the most spectacular characteristics of contemporary modeling practice. Recently, the emergence of the discussion of templates and template transfer has addressed this striking cross-disciplinary reach of certain mathematical forms and computational algorithms. In this paper, we develop a notion of a model template, consisting of its mathematical structure, ontology, prototypical properties and behaviors, focal conceptualizations, and the paradigmatic questions it addresses. We apply this notion to three widely disseminated and powerful model templates: the Sherrington-Kirkpatrick model of spin glasses, scale-free networks, and the Kuramoto model of synchronization. We argue that what appears to be an interdisciplinary model transfer between different domains turns out, from a broader perspective, to be the application of transdisciplinary model templates across a multitude of domains. We also point out a further feature of template-based modeling that so far has not been discussed: template entanglement. Such entanglement enhances and makes manifest the conceptual side of model templates. Springer Netherlands 2023-06-02 2023 /pmc/articles/PMC10238306/ /pubmed/37274612 http://dx.doi.org/10.1007/s11229-023-04178-3 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Original Research
Knuuttila, Tarja
Loettgers, Andrea
Model templates: transdisciplinary application and entanglement
title Model templates: transdisciplinary application and entanglement
title_full Model templates: transdisciplinary application and entanglement
title_fullStr Model templates: transdisciplinary application and entanglement
title_full_unstemmed Model templates: transdisciplinary application and entanglement
title_short Model templates: transdisciplinary application and entanglement
title_sort model templates: transdisciplinary application and entanglement
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10238306/
https://www.ncbi.nlm.nih.gov/pubmed/37274612
http://dx.doi.org/10.1007/s11229-023-04178-3
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