What do users think about Virtual Reality relaxation applications? A mixed methods study of online user reviews using natural language processing

The advent of affordable Virtual Reality (VR) technology has spurred consumer and commercial interest in VR relaxation applications, which has quickly grown into a popular non-gaming genre on digital marketplaces. While laboratory studies have demonstrated efficacy of VR relaxation for mental health...

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Main Authors: Simon Fagernäs, William Hamilton, Nicolas Espinoza, Alexander Miloff, Per Carlbring, Philip Lindner
Format: Article
Language:English
Published: Elsevier 2021-04-01
Series:Internet Interventions
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2214782921000105
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spelling doaj-e14ca6a6614b4271a072b5b4c36d5ed22021-04-24T05:57:22ZengElsevierInternet Interventions2214-78292021-04-0124100370What do users think about Virtual Reality relaxation applications? A mixed methods study of online user reviews using natural language processingSimon Fagernäs0William Hamilton1Nicolas Espinoza2Alexander Miloff3Per Carlbring4Philip Lindner5Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Stockholm, SwedenMimerse, Stockholm, SwedenGavagai, Stockholm, SwedenDepartment of Psychology, Stockholm University, Stockholm, SwedenDepartment of Psychology, Stockholm University, Stockholm, SwedenCentre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Stockholm, Sweden; Corresponding author at: Norra Stationsgatan 69, 113 64 Stockholm, Sweden.The advent of affordable Virtual Reality (VR) technology has spurred consumer and commercial interest in VR relaxation applications, which has quickly grown into a popular non-gaming genre on digital marketplaces. While laboratory studies have demonstrated efficacy of VR relaxation for mental health purposes, little is known about how users experience this type of intervention and no study has examined the reception of consumer versions among regular users in everyday life. Studying published user reviews offers a unique window into naturalistic user experiences that complements traditional qualitative methods by circumventing the sampling bias of interview studies, and allowing analyses on full samples, unconstrained by coding resources. Using an innovative, semi-automated Natural Language Processing technique, the current study analyzed 1379 published reviews (including star ratings) of 30 different VR relaxation applications available for the Oculus Go and Gear VR. The uncovered topic structure and sentiment analysis thereof suggests that users have an overall positive view of VR relaxation applications, describing them as successful in inducing immersion and relaxation, and having appreciated gamification elements. However, perceived quality varied substantially between applications that explained more variance in star ratings than specific features. Critical issues raised were both technical (e.g. “overheating”) in nature and related to specific design elements and use. Implications for the design of consumer VR applications and future research are discussed.http://www.sciencedirect.com/science/article/pii/S2214782921000105Virtual realityMental healthNatural language processingUser experienceRelaxation
collection DOAJ
language English
format Article
sources DOAJ
author Simon Fagernäs
William Hamilton
Nicolas Espinoza
Alexander Miloff
Per Carlbring
Philip Lindner
spellingShingle Simon Fagernäs
William Hamilton
Nicolas Espinoza
Alexander Miloff
Per Carlbring
Philip Lindner
What do users think about Virtual Reality relaxation applications? A mixed methods study of online user reviews using natural language processing
Internet Interventions
Virtual reality
Mental health
Natural language processing
User experience
Relaxation
author_facet Simon Fagernäs
William Hamilton
Nicolas Espinoza
Alexander Miloff
Per Carlbring
Philip Lindner
author_sort Simon Fagernäs
title What do users think about Virtual Reality relaxation applications? A mixed methods study of online user reviews using natural language processing
title_short What do users think about Virtual Reality relaxation applications? A mixed methods study of online user reviews using natural language processing
title_full What do users think about Virtual Reality relaxation applications? A mixed methods study of online user reviews using natural language processing
title_fullStr What do users think about Virtual Reality relaxation applications? A mixed methods study of online user reviews using natural language processing
title_full_unstemmed What do users think about Virtual Reality relaxation applications? A mixed methods study of online user reviews using natural language processing
title_sort what do users think about virtual reality relaxation applications? a mixed methods study of online user reviews using natural language processing
publisher Elsevier
series Internet Interventions
issn 2214-7829
publishDate 2021-04-01
description The advent of affordable Virtual Reality (VR) technology has spurred consumer and commercial interest in VR relaxation applications, which has quickly grown into a popular non-gaming genre on digital marketplaces. While laboratory studies have demonstrated efficacy of VR relaxation for mental health purposes, little is known about how users experience this type of intervention and no study has examined the reception of consumer versions among regular users in everyday life. Studying published user reviews offers a unique window into naturalistic user experiences that complements traditional qualitative methods by circumventing the sampling bias of interview studies, and allowing analyses on full samples, unconstrained by coding resources. Using an innovative, semi-automated Natural Language Processing technique, the current study analyzed 1379 published reviews (including star ratings) of 30 different VR relaxation applications available for the Oculus Go and Gear VR. The uncovered topic structure and sentiment analysis thereof suggests that users have an overall positive view of VR relaxation applications, describing them as successful in inducing immersion and relaxation, and having appreciated gamification elements. However, perceived quality varied substantially between applications that explained more variance in star ratings than specific features. Critical issues raised were both technical (e.g. “overheating”) in nature and related to specific design elements and use. Implications for the design of consumer VR applications and future research are discussed.
topic Virtual reality
Mental health
Natural language processing
User experience
Relaxation
url http://www.sciencedirect.com/science/article/pii/S2214782921000105
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