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Identification of physical activity and sedentary behaviour dimensions that predict mortality risk in older adults: development of a machine learning model in the Whitehall II accelerometer sub-study and external validation in the CoLaus study

Mathilde Chen, Benjamin Landré, Pedro Marques‐Vidal, Vincent T. van Hees, April C. E. van Gennip, Mikaela Bloomberg, Manasa Shanta Yerramalla, Mohamed Amine Benadjaoud, Sèverine Sabia

EClinicalMedicine · 2022 · 27 citations · 22 references

DOIFull text

Open access

Abstract

National Institute on Aging; UK Medical Research Council; British Heart Foundation; Wellcome Trust; French National Research Agency; GlaxoSmithKline; Lausanne Faculty of Biology and Medicine; Swiss National Science Foundation.

References

22

World Health Organization 2020 guidelines on physical activity and sedentary behaviour

Fiona Bull, Salih S Al-Ansari, Stuart Biddle et al. · British Journal of Sports Medicine · 2020 · 9.9K citations · Full text

The Physical Activity Guidelines for Americans

Katrina L. Piercy, Richard P. Troiano, Rachel Ballard et al. · JAMA · 2018 · 9.3K citations · Full text

Effect of physical inactivity on major non-communicable diseases worldwide: an analysis of burden of disease and life expectancy

I‐Min Lee, Eric J. Shiroma, Felipe Lobelo et al. · The Lancet · 2012 · 8K citations · Full text

, , +7

Separating Movement and Gravity Components in an Acceleration Signal and Implications for the Assessment of Human Daily Physical Activity

Vincent T. van Hees, Lukas Gorzelniak, Emmanuel Dean‐Leon et al. · PLoS ONE · 2013 · 893 citations · Full text

GGIR: A Research Community–Driven Open Source R Package for Generating Physical Activity and Sleep Outcomes From Multi-Day Raw Accelerometer Data

Jairo H. Migueles, Alex V. Rowlands, Florian Huber et al. · Journal for the Measurement of Physical Behaviour · 2019 · 864 citations · Full text

, , +19