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Title A critical reflection on automated science : will science remain human? / Marta Bertolaso, Fabio Sterpetti, editors
Published Cham : Springer, 2020

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Description 1 online resource (302 pages)
Series Human Perspectives in Health Sciences and Technology Ser. ; v. 1
Human perspectives in health sciences and technology ; v. 1.
Contents Intro -- Foreword: The Social Trends Institute -- Acknowledgments -- Contents -- Introduction. Human Perspectives on the Quest for Knowledge -- Introducing the New Series -- The Theme of the Volume -- Overview of the Volume -- References -- Part I: Can Discovery Be Automated? -- Why Automated Science Should Be Cautiously Welcomed -- Introduction -- Some Advantages of Automated Science -- Styles of Automated Representation -- Two Views on Science -- Epistemic Opacity -- Representational Opacity -- Problems with Automated Science -- Types of Representation -- Reliabilism -- Conclusion
The Semantic View of Theories -- Knowledge in the Age of Machine-Learning Technologies -- Empiricist Epistemologies: Theories Add Absolutely Nothing to Data-Models -- Scientific Realism in Defense of Science -- The Pragmatic Value of Scientific Knowledge in Epistemic Tasks -- Preparing the Data -- Epistemic Tasks in Engineering and Biomedical Sciences -- The Error of Empiricism -- References -- Information at the Threshold of Interpretation: Science as Human Construction of Sense -- Introduction: The Origin of Sense
The Modern Origin of Elaboration of Information as Formal Deduction: Productivity and Limits of 'Nonsense' in the Foundational Debate in Mathematics -- Reconquering Meaning -- The Role of 'Interpretation' in Programming, as Elaboration of Information -- Which Information Is Handled by a Magic Demon? -- The Biology of Molecules, Well Before the Threshold of Biological Meaning -- From Geodetics to Formal Rules and Back Again -- Computations as Norms -- Back to Geodetics in Artificial Intelligence and to Sense Construction -- Input-Output Machines and Brain Activity -- A Societal Conclusion
Summary This book provides a critical reflection on automated science and addresses the question whether the computational tools we developed in last decades are changing the way we humans do science. More concretely: Can machines replace scientists in crucial aspects of scientific practice? The contributors to this book re-think and refine some of the main concepts by which science is understood, drawing a fascinating picture of the developments we expect over the next decades of human-machine co-evolution. The volume covers examples from various fields and areas, such as molecular biology, climate modeling, clinical medicine, and artificial intelligence. The explosion of technological tools and drivers for scientific research calls for a renewed understanding of the human character of science. This book aims precisely to contribute to such a renewed understanding of science
Bibliography References-Instrumental Perspectivism: Is AI Machine Learning Technology Like NMR Spectroscopy?-Introduction-Routes to Scientific Knowledge-The New Technologies-The Instrumental Stance-Theoretical Support-Replicability and Convergence-AI Instrumental Perspectives-References-How Scientists Are Brought Back into Science-The Error of Empiricism-Introduction-Machine-Learning-Machine-Learning Technologies-What Machines Can Do-Empiricist Epistemologies-Basic Assumptions of Empiricism-Scientific Explanation-Data and Phenomena
References25-Mathematical Proofs and Scientific Discovery-The Method of Mathematics and the Automation of Science-The Analytic View of the Method of Mathematics-The Analytic Method as a Heuristic Method-The Analytic View and the Automation of Science-Proofs and Programs-Mathematical Knowledge-Mathematical Starting Points-Gödel's Disjunction-Intrinsic and Extrinsic Justification-Lucas' and Penrose's Arguments-Lucas's and Penrose's Arguments and the Axiomatic View-Absolute Provability and the Axiomatic View
Notes The Debate on Gödel's Disjunction and the Axiomatic View
Print version record
Subject Science -- Philosophy.
Science -- Philosophy
Form Electronic book
Author Bertolaso, Marta
Sterpetti, Fabio.
ISBN 9783030250010
3030250016