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The Development of a Personalised Training Framework: Implementation of Emerging Technologies for Performance

机译:个性化培训框架的发展:实现性能的新兴技术

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Over the last decade, there has been considerable interest in the individualisation of athlete training, including the use of genetic information, alongside more advanced data capture and analysis techniques. Here, we explore the evidence for, and practical use of, a number of these emerging technologies, including the measurement and quantification of epigenetic changes, microbiome analysis and the use of cell-free DNA, along with data mining and machine learning. In doing so, we develop a theoretical model for the use of these technologies in an elite sport setting, allowing the coach to better answer six key questions: (1) To what training will my athlete best respond? (2) How well is my athlete adapting to training? (3) When should I change the training stimulus (i.e., has the athlete reached their adaptive ceiling for this training modality)? (4) How long will it take for a certain adaptation to occur? (5) How well is my athlete tolerating the current training load? (6) What load can my athlete handle today? Special consideration is given to whether such an individualised training framework will outperform current methods as well as the challenges in implementing this approach.
机译:在过去十年中,对运动员培训的个性化,包括使用遗传信息,以及更先进的数据捕获和分析技术的兴趣。在这里,我们探讨了许多这些新兴技术的证据,包括表观遗传变化,微生物组分析和无细胞DNA的测量和定量,以及数据挖掘和机器学习。在这样做时,我们在精英运动环境中使用这些技术的理论模型,允许教练更好地回答六个关键问题:(1)培训我的运动员最佳回应? (2)我的运动员适应培训程度如何? (3)我应该何时改变培训刺激(即,运动员达到他们的自适应天花板,为此培训态度)? (4)某种适应发生需要多长时间? (5)我的运动员容忍当前的训练负荷如何? (6)我的运动员今天可以处理什么?特殊考虑是针对这种个性化培训框架是否会优于现有方法以及实施这种方法的挑战。

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