Methods Inf Med 2016; 55(06): 525-532
DOI: 10.3414/ME15-05-0013
Original Articles
Schattauer GmbH

Challenges and Opportunities for Harmonizing Research Methodology: Raw Accelerometry

Vincent T. van Hees
1   Netherlands eScience Center, Amsterdam, The Netherlands
,
Kathrin Thaler-Kall
2   Institute of Medical Statistics and Epidemiology, Technical University of Munich, Klinikum rechts der Isar, Munich, Germany
,
Klaus-Hendrik Wolf
3   Peter L. Reichertz Institute for Medical Informatics, University of Braunschweig – Institute of Technology and Hanover Medical School, Hanover, Germany
,
Jan C. Brønd
4   University of Southern Denmark, Odense, Denmark
,
Alberto Bonomi
5   Philips Research Laboratories, Eindhoven, The Netherlands
,
Mareike Schulze
3   Peter L. Reichertz Institute for Medical Informatics, University of Braunschweig – Institute of Technology and Hanover Medical School, Hanover, Germany
,
Matthäus Vigl
6   German Institute of Human Nutrition Potsdam-Rehbrücke (DIfE), Potsdam, Germany
,
Bente Morseth
7   Department of Community Medicine, UiT – The Arctic University of Norway, Tromsø, Norway
8   School of Sport Sciences, UiT – The Arctic University of Norway, Tromsø, Norway
,
Laila Arnesdatter Hopstock
7   Department of Community Medicine, UiT – The Arctic University of Norway, Tromsø, Norway
,
Lukas Gorzelniak
5   Philips Research Laboratories, Eindhoven, The Netherlands
,
Holger Schulz
9   Institute of Epidemiology I, Helmholtz Zentrum München, Munich, Germany
,
Søren Brage
10   Medical Research Council Epidemiology Unit, University of Cambridge, Cambridge, United Kingdom
,
Alexander Horsch
2   Institute of Medical Statistics and Epidemiology, Technical University of Munich, Klinikum rechts der Isar, Munich, Germany
11   Department of Computer Science, UiT – The Arctic University of Norway, Tromsø, Norway
› Author Affiliations

Funding This work was supported by the German Research Foundation (DFG).
Further Information

Publication History

received: 06 December 2015

accepted: 07 June 2016

Publication Date:
08 January 2018 (online)

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Summary

Objectives: Raw accelerometry is increasingly being used in physical activity research, but diversity in sensor design, attachment and signal processing challenges the comparability of research results. Therefore, efforts are needed to harmonize the methodology. In this article we reflect on how increased methodological harmonization may be achieved.

Methods: The authors of this work convened for a two-day workshop (March 2014) themed on methodological harmonization of raw accelerometry. The discussions at the workshop were used as a basis for this review.

Results: Key stakeholders were identified as manufacturers, method developers, method users (application), publishers, and funders. To facilitate methodological harmonization in raw accelerometry the following action points were proposed: i) Manufacturers are encouraged to provide a detailed specification of their sensors, ii) Each fundamental step of algorithms for processing raw accelerometer data should be documented, and ideally also motivated, to facilitate interpretation and discussion, iii) Algorithm developers and method users should be open about uncertainties in the description of data and the uncertainty of the inference itself, iv) All new algorithms which are pitched as “ready for implementation” should be shared with the community to facilitate replication and ongoing evaluation by independent groups, and v) A dynamic interaction between method stakeholders should be encouraged to facilitate a well-informed harmonization process.

Conclusions: The workshop led to the iden -tification of a number of opportunities for harmonizing methodological practice. The discussion as well as the practical checklists proposed in this review should provide guidance for stakeholders on how to contribute to increased harmonization.