Literature DB >> 34325822

The Future of Sleep Measurements: A Review and Perspective.

Erna Sif Arnardottir1, Anna Sigridur Islind2, María Óskarsdóttir2.   

Abstract

This article provides an overview of the current use, limitations, and future directions of the variety of subjective and objective sleep assessments available. This article argues for various ways and sources of collecting, combining, and using data to enlighten clinical practice and the sleep research of the future. It highlights the prospects of digital management platforms to store and present the data, and the importance of codesign when developing such platforms and other new instruments. It also discusses the abundance of opportunities that data science and machine learning open for the analysis of data.
Copyright © 2021 Elsevier Inc. All rights reserved.

Keywords:  Codesign; Data management platform; Data science; Machine learning; Objective data; Sleep diary; Sleep measurement; Subjective data

Year:  2021        PMID: 34325822     DOI: 10.1016/j.jsmc.2021.05.004

Source DB:  PubMed          Journal:  Sleep Med Clin        ISSN: 1556-407X


  3 in total

Review 1.  How Machine Learning is Powering Neuroimaging to Improve Brain Health.

Authors:  Nalini M Singh; Jordan B Harrod; Sandya Subramanian; Mitchell Robinson; Ken Chang; Suheyla Cetin-Karayumak; Adrian Vasile Dalca; Simon Eickhoff; Michael Fox; Loraine Franke; Polina Golland; Daniel Haehn; Juan Eugenio Iglesias; Lauren J O'Donnell; Yangming Ou; Yogesh Rathi; Shan H Siddiqi; Haoqi Sun; M Brandon Westover; Susan Whitfield-Gabrieli; Randy L Gollub
Journal:  Neuroinformatics       Date:  2022-03-28

2.  In-person vs video hookup instructions: a comparison of home sleep apnea testing quality.

Authors:  Anna Franziska Horne; Kristin A Olafsdottir; Erna S Arnardottir
Journal:  J Clin Sleep Med       Date:  2022-08-01       Impact factor: 4.324

3.  Importance of Getting Enough Sleep and Daily Activity Data to Assess Variability: Longitudinal Observational Study.

Authors:  María Óskarsdóttir; Anna Sigridur Islind; Elias August; Erna Sif Arnardóttir; François Patou; Anja M Maier
Journal:  JMIR Form Res       Date:  2022-02-22
  3 in total

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