Virtual Support for Real-World Movement: Using Chatbots to Overcome Barriers to Physical Activity

X. Sun, D. Casula, A. Navaratnam, A. Popp, F. Knopp, G. Busini, J. Wesołowski, M. van Reeth, E. Reich, R. Wiers, J.A. Bosch

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Abstract

Conversational agents (CAs, aka chatbots) for behavioral interventions have great potential to improve patient engagement and provide solutions that can benefit human health. In this study, we examined the potential efficacy of chatbots in assisting with the resolution of specific barriers that people frequently encounter when doing behavioral interventions for the purpose of increasing physical activity (PA). To do this, six common barriers (i.e., things that stand in the way of increasing PA) were targeted (e.g., stress and fatigue), we adopted domain knowledge (i.e., psychological theories and behavioral change techniques) to design six interventions aimed at tackling each of these six barriers. These interventions were then incorporated into consultative conversations, which were subsequently integrated into a chatbot. A user study was conducted on non-clinical samples (n=77) where all participants were presented with three randomly but equally distributed chatbot interventions and a control condition. Each intervention conversation addressed a specific barrier to PA, while the control conversation did not address any barrier. The outcome variables were beliefs in PA engagement, attitudes toward the effectiveness of each intervention to resolve the barrier, and the overall chatbot experience. The results showed a significant increase in beliefs of PA engagement in most intervention groups compared to the control group, and positive attitudes toward the effectiveness of the interventions in reducing their respective barriers to PA, and positive chatbot experience. The results demonstrate that theory-grounded interventions delivered by chatbots can effectively help people overcome specific barriers to PA, thereby increasing their beliefs in PA engagement. These promising findings indicate that chatbot interventions can be an accessible and widely applicable solution for a larger population to promote PA.

Original languageEnglish
Title of host publicationHHAI 2023: Augmenting Human Intellect
Subtitle of host publicationProceedings of the Second International Conference on Hybrid Human-Artificial Intelligence
EditorsP. Lukowicz, S. Mayer, J. Koch, J. Shawe-Taylor, I. Tiddi, Paul Lukowicz, Sven Mayer, Janin Koch, John Shawe-Taylor, Ilaria Tiddi
Place of PublicationAmsterdam
PublisherIOS Press
Pages201-214
Number of pages14
Volume368
ISBN (Electronic)9781643683959, 9781643683942
ISBN (Print)9781643683942
DOIs
Publication statusPublished - 22 Jun 2023
Event2nd International Conference on Hybrid Human-Artificial Intelligence, HHAI 2023 - Munich, Germany
Duration: 26 Jun 202330 Jun 2023

Publication series

NameFrontiers in Artificial Intelligence and Applications
Volume368

Conference

Conference2nd International Conference on Hybrid Human-Artificial Intelligence, HHAI 2023
Country/TerritoryGermany
CityMunich
Period26/06/202330/06/2023

Keywords

  • Domain knowledge and evidence grounded chatbot
  • barriers to physical activity
  • behavioral intervention
  • text classification

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