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Correction to: _npj Digital Medicine_ https://doi.org/10.1038/s41746-024-01065-0, published online 20 May 2024 In this Article the authors have corrected a data cleaning issue. Specifically,

some devices (older version of Actigraph) used to collect the wrist-worn accelerometer data for the study could enter sleep mode when the movement detected was low. Based on this, they

filtered out the data affected by the sleep mode, only considering data without discontinuity in the data stream. However, another study in their group found this criterion insufficient

because when the device enters sleep mode, values from the last timestamp are recorded for the entire second to the device, making it a continuous data stream. Therefore, all the data with

repeated values for over one second were filtered out. The impact of the issue was limited to 205 out of 1448 nights of training data. After retraining on the clean dataset, preliminary

results show that it enhances the reported sleep staging performance. These changes do not affect the core findings of the research. The accompanying open-source software package has also

been updated to reflect these changes. The original article has been corrected. AUTHOR INFORMATION AUTHORS AND AFFILIATIONS * Nuffield Department of Population Health, University of Oxford,

Oxford, UK Hang Yuan, Rosemary Walmsley, Derrick Bennett & Aiden Doherty * Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK

Hang Yuan, Rosemary Walmsley & Aiden Doherty * Diabetes Research Centre, University of Leicester, Leicester, UK Tatiana Plekhanova & Alex Rowlands * College of Medicine and Public

Health, Flinders University, Adelaide, Australia Amy C. Reynolds * Centre of Sleep Science, School of Human Sciences, University of Western Australia, Crawley, WA, Australia Kathleen J.

Maddison * West Australian Sleep Disorders Research Institute, Department of Pulmonary Physiology, Sir Charles Gairdner Hospital, Nedlands, WA, Australia Kathleen J. Maddison * Department of

Genetics, University of Pennsylvania, Philadelphia, PA, USA Maja Bucan * Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA Philip Gehrman * NIHR Leicester

Biomedical Research Centre, University of Leicester, Leicester, UK Alex Rowlands * NIHR Oxford Biomedical Research Centre, John Radcliffe Hospital, Oxford, UK David W. Ray * Oxford Centre

for Diabetes, Endocrinology and Metabolism, Oxford Kavli Centre for Nanoscience Discovery, University of Oxford, Oxford, UK David W. Ray * Medical Research Council Population Health Research

Unit, University of Oxford, Oxford, UK Derrick Bennett * Curtin School of Allied Health, Curtin University, Perth, WA, Australia Joanne McVeigh & Leon Straker * Health Futures

Institute, Murdoch University, Perth, WA, Australia Peter Eastwood * Sir Jules Thorn Sleep & Circadian Neuroscience Institute, Nuffield Department of Clinical Neurosciences, University

of Oxford, Oxford, UK Simon D. Kyle Authors * Hang Yuan View author publications You can also search for this author inPubMed Google Scholar * Tatiana Plekhanova View author publications You

can also search for this author inPubMed Google Scholar * Rosemary Walmsley View author publications You can also search for this author inPubMed Google Scholar * Amy C. Reynolds View

author publications You can also search for this author inPubMed Google Scholar * Kathleen J. Maddison View author publications You can also search for this author inPubMed Google Scholar *

Maja Bucan View author publications You can also search for this author inPubMed Google Scholar * Philip Gehrman View author publications You can also search for this author inPubMed Google

Scholar * Alex Rowlands View author publications You can also search for this author inPubMed Google Scholar * David W. Ray View author publications You can also search for this author

inPubMed Google Scholar * Derrick Bennett View author publications You can also search for this author inPubMed Google Scholar * Joanne McVeigh View author publications You can also search

for this author inPubMed Google Scholar * Leon Straker View author publications You can also search for this author inPubMed Google Scholar * Peter Eastwood View author publications You can

also search for this author inPubMed Google Scholar * Simon D. Kyle View author publications You can also search for this author inPubMed Google Scholar * Aiden Doherty View author

publications You can also search for this author inPubMed Google Scholar CORRESPONDING AUTHOR Correspondence to Aiden Doherty. RIGHTS AND PERMISSIONS OPEN ACCESS This article is licensed

under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate

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licence, visit http://creativecommons.org/licenses/by/4.0/. Reprints and permissions ABOUT THIS ARTICLE CITE THIS ARTICLE Yuan, H., Plekhanova, T., Walmsley, R. _et al._ Author Correction:

Self-supervised learning of accelerometer data provides new insights for sleep and its association with mortality. _npj Digit. Med._ 7, 175 (2024). https://doi.org/10.1038/s41746-024-01148-y

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