Contextual AI Journaling: Integrating LLM and Time Series Behavioral Sensing Technology to Promote Self-Reflection and Well-being using the MindScape App Article Swipe
Subigya Nepal
,
Arvind Pillai
,
W. Joseph Campbell
,
Talie Massachi
,
Eunsol Soul Choi
,
Xuhai Xu
,
Joanna Kuc
,
Jeremy F. Huckins
,
Jason Holden
,
Colin A. Depp
,
Nicholas C. Jacobson
,
Mary Czerwinski
,
Eric Granholm
,
Andrew T. Campbell
·
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.1145/3613905.3650767
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.1145/3613905.3650767
MindScape aims to study the benefits of integrating time series behavioral patterns (e.g., conversational engagement, sleep, location) with Large Language Models (LLMs) to create a new form of contextual AI journaling, promoting self-reflection and well-being. We argue that integrating behavioral sensing in LLMs will likely lead to a new frontier in AI. In this Late-Breaking Work paper, we discuss the MindScape contextual journal App design that uses LLMs and behavioral sensing to generate contextual and personalized journaling prompts crafted to encourage self-reflection and emotional development. We also discuss the MindScape study of college students based on a preliminary user study and our upcoming study to assess the effectiveness of contextual AI journaling in promoting better well-being on college campuses. MindScape represents a new application class that embeds behavioral intelligence in AI.
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Metadata
- Type
- preprint
- Language
- en
- Landing Page
- https://doi.org/10.1145/3613905.3650767
- https://dl.acm.org/doi/pdf/10.1145/3613905.3650767
- OA Status
- gold
- Cited By
- 37
- References
- 36
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4393904418
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4393904418Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.1145/3613905.3650767Digital Object Identifier
- Title
-
Contextual AI Journaling: Integrating LLM and Time Series Behavioral Sensing Technology to Promote Self-Reflection and Well-being using the MindScape AppWork title
- Type
-
preprintOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2024Year of publication
- Publication date
-
2024-05-11Full publication date if available
- Authors
-
Subigya Nepal, Arvind Pillai, W. Joseph Campbell, Talie Massachi, Eunsol Soul Choi, Xuhai Xu, Joanna Kuc, Jeremy F. Huckins, Jason Holden, Colin A. Depp, Nicholas C. Jacobson, Mary Czerwinski, Eric Granholm, Andrew T. CampbellList of authors in order
- Landing page
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https://doi.org/10.1145/3613905.3650767Publisher landing page
- PDF URL
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https://dl.acm.org/doi/pdf/10.1145/3613905.3650767Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
goldOpen access status per OpenAlex
- OA URL
-
https://dl.acm.org/doi/pdf/10.1145/3613905.3650767Direct OA link when available
- Concepts
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Journaling file system, Reflection (computer programming), Computer science, Psychology, Contextual design, Artificial intelligence, Database, Programming language, Object (grammar), Data fileTop concepts (fields/topics) attached by OpenAlex
- Cited by
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37Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 29, 2024: 8Per-year citation counts (last 5 years)
- References (count)
-
36Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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