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From cycling 1.0 and 2.0 to cycling 3.0: The evolution of a sport through science, ethics, and artificial intelligence

This editorial presents a comprehensive account of cycling`s historical and conceptual evolution from the traditional and empirically-based Cycling 1.0, through the collaborative, ethical and evidence-driven Cycling 2.0 (Zabala & Atkinson, 2012), to a proposed Cycling 3.0 era shaped by artificial intelligence (AI). Drawing on original sources, publications, and later empirical studies, it argues that the sport`s ethical and scientific progression should remain grounded in transparency, collaboration, and athlete education. The Cycling 3.0 paradigm can amplify the benefits of 2.0, provided that its algorithms, data systems, and governance frameworks can respect the humanistic and ethical foundations that rescued cycling from its 1.0 crises.
© Copyright 2025 Journal of Science and Cycling. Cycling Research Center. All rights reserved.

Bibliographic Details
Subjects:
Notations:endurance sports technical and natural sciences
Tagging:Ethik künstliche Intelligenz
Published in:Journal of Science and Cycling
Language:English
Published: 2025
Online Access:https://doi.org/10.28985/1425.jsc.14
Volume:14
Issue:1
Pages:14
Document types:article
Level:advanced