Towards Multi-level Modeling of Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health

Activity: Talk or presentationContributed talkscience-to-science

Description

The just-in-time adaptive intervention (JITAI) is an intervention design for supporting health behavior changes of an individual especially via mobile technologies. In this position paper we discuss JITAIs as a multi-level modeling problem focusing on the structure of multi-level JITAI models. JITAIs are designed on a generic level, configured for studies, personalized for participants, and evaluated at particular points in time. In this paper we model the multi-level structure of JITAI studies using composition and association classes. We sketch how to transform such models to multi-level models aligned with the multi-level theory. Finally, we discuss challenges and requirements for JITAI systems related to multi-level modeling.
Period12 Oct 2021
Event titleACM/IEEE 24th International Conference on Model Driven Engineering Languages and Systems Companion (MODELS 2021), MULTI 2021 Workshop, Virtual Conference, October 10-15, 2021
Event typeConference
LocationAustriaShow on map

Fields of science

  • 102028 Knowledge engineering
  • 102016 IT security
  • 102027 Web engineering
  • 503008 E-learning
  • 102 Computer Sciences
  • 502058 Digital transformation
  • 509026 Digitalisation research
  • 502050 Business informatics
  • 102030 Semantic technologies
  • 102033 Data mining
  • 102010 Database systems
  • 102035 Data science
  • 102015 Information systems
  • 102025 Distributed systems

JKU Focus areas

  • Digital Transformation