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The Dynamics of Science: Computational Frontiers in History and Philosophy of Science PDF

305 Pages·2022·6.253 MB·English
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The Dynamics of Science Edited by Grant Ramsey and Andreas De Block The Dynamics of Science Computational Frontiers History Philosophy in and Science of UniversityofPittsburgh Pres s Published by the University of Pittsburgh Press, Pittsburgh, Pa., 15260 Copyright © 2022, University of Pittsburgh Press All rights reserved Manufactured in the United States of America Printed on acid-free paper 10 9 8 7 6 5 4 3 2 1 Cataloging-in-Publication Data is available from the Library of Congress ISBN 13: 978-0-8229-4737-0 ISBN 10: 0-8229-4737-4 Cover art from Freepik.com Cover design by Melissa Dias-Mandoly Contents Acknowledgments ix Introduction. Tools, Tests, and Data: An Introduction to the New History and Philosophy of Science 3 Andreas De Block and Grant Ramsey Part I. Toward a New Logic of Scientific Discovery, Creativity, and Progress 1. Five Models of Science, Illustrating How Selection Shapes Methods 19 Paul E. Smaldino 2. Pooling with the Best 40 Justin Bruner and Bennett Holman 3. Promoting Diverse Collaborations 54 Mike D. Schneider, Hannah Rubin, and Cailin O’Connor 4. Using Phylomemies to Investigate the Dynamics of Science 73 David Chavalarias, Philippe Huneman, and Thibault Racovski Part II. Frontiers in Tools, Methods, and Models 5. LDA Topic Modeling: Contexts for the History and Philosophy of Science 103 Colin Allen and Jaimie Murdock 6. The Potential of Supervised Machine Learning for the Study of Science 120 Krist Vaesen 7. Help with Data Management for the Novice and Experienced Alike 132 Steve Elliott, Kate MacCord, and Jane Maienschein Part III. Case Studies 8. How Not to Fight about Theory: The Debate between Biometry and Mendelism in Nature, 1890–1915 147 Charles H. Pence 9. Topic Modeling in HPS: Investigating Engaged Philosophy of Science throughout the Twentieth Century 164 Christophe Malaterre, Jean-François Chartier, and Davide Pulizzotto 10. Bolzano, Kant, and the Traditional Theory of Concepts: A Computational Investigation 186 Annapaola Ginammi, Rob Koopman, Shenghui Wang, Jelke Bloem, and Arianna Betti vi 11. The Evolution of Evolutionary Medicine 204 Deryc T. Painter, Julia Damerow, and Manfred D. Laubichler Notes 231 References 243 Contributors 279 Index 287 vii Acknowledgments Our first debt is to the twenty-seven contributing authors, without whom this book would not have been possible. We also thank the re- viewers who gave their time and expertise to provide valuable feedback. We give special thanks to the University of Pittsburgh Press staff, in particular to our editor, Abby Collier, who believed in this project and helped carry it to fruition. The seed for this book was a workshop held at the KU Leuven on the cultural evolution of science. We are grateful to the Research Foundation Flanders for their financial support for this workshop. ix

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