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dc.contributor.authorJohannessen, Erlend
dc.contributor.authorJohansson, Jonas
dc.contributor.authorHartvigsen, Gunnar
dc.contributor.authorHorsch, Alexander
dc.contributor.authorÅrsand, Eirik
dc.contributor.authorHenriksen, André
dc.date.accessioned2023-03-20T09:53:28Z
dc.date.available2023-03-20T09:53:28Z
dc.date.issued2023-03-14
dc.description.abstractBackground: Serious public-health concerns such as overweight and obesity are in many cases caused by excess intake of food combined with decreases in physical activity. Smart scales with wireless data transfer can, together with smart watches and trackers, observe changes in the population’s health. They can present us with a picture of our metabolism, body health, and disease risks. Combining body composition data with physical activity measurements from devices such as smart watches could contribute to building a human digital twin.<p> <p>Objective: The objectives of this study were to (1) investigate the evolution of smart scales in the last decade, (2) map status and supported sensors of smart scales, (3) get an overview of how smart scales have been used in research, and (4) identify smart scales for current and future research. <p>Method: We searched for devices through web shops and smart scale tests/reviews, extracting data from the manufacturer’s official website, user manuals when available, and data from web shops. We also searched scientific literature databases for smart scale usage in scientific papers. <p>Result: We identified 165 smart scales with a wireless connection from 72 different manufacturers, released between 2009 and end of 2021. Of these devices, 49 (28%) had been discontinued by end of 2021. We found that the use of major variables such as fat and muscle mass have been as good as constant over the years, and that minor variables such as visceral fat and protein mass have increased since 2015. The main contribution is a representative overview of consumer grade smart scales between 2009 and 2021. <p>Conclusion: The last six years have seen a distinct increase of these devices in the marketplace, measuring body composition with bone mass, muscle mass, fat mass, and water mass, in addition to weight. Still, the number of research projects featuring connected smart scales are few. One reason could be the lack of professionally accurate measurements, though trend analysis might be a more feasible usage scenario.en_US
dc.identifier.citationJohannessen, Johansson, Hartvigsen, Horsch, Årsand, Henriksen. Collecting health-related research data using consumer-based wireless smart scales. International Journal of Medical Informatics. 2023;173en_US
dc.identifier.cristinIDFRIDAID 2134907
dc.identifier.doi10.1016/j.ijmedinf.2023.105043
dc.identifier.issn1386-5056
dc.identifier.issn1872-8243
dc.identifier.urihttps://hdl.handle.net/10037/28798
dc.language.isoengen_US
dc.publisherElsevieren_US
dc.relation.journalInternational Journal of Medical Informatics
dc.rights.accessRightsopenAccessen_US
dc.rights.holderCopyright 2023 The Author(s)en_US
dc.rights.urihttps://creativecommons.org/licenses/by/4.0en_US
dc.rightsAttribution 4.0 International (CC BY 4.0)en_US
dc.titleCollecting health-related research data using consumer-based wireless smart scalesen_US
dc.type.versionpublishedVersionen_US
dc.typeJournal articleen_US
dc.typeTidsskriftartikkelen_US
dc.typePeer revieweden_US


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Attribution 4.0 International (CC BY 4.0)
Med mindre det står noe annet, er denne innførselens lisens beskrevet som Attribution 4.0 International (CC BY 4.0)