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Contextual AI Journaling: Integrating LLM and Time Series Behavioral Sensing Technology to Promote Self-Reflection and Well-being using the MindScape App.
Nepal, Subigya; Pillai, Arvind; Campbell, William; Massachi, Talie; Choi, Eunsol Soul; Xu, Orson; Kuc, Joanna; Huckins, Jeremy; Holden, Jason; Depp, Colin; Jacobson, Nicholas; Czerwinski, Mary; Granholm, Eric; Campbell, Andrew T.
Affiliation
  • Nepal S; Dartmouth College, Hanover, New Hampshire, USA.
  • Pillai A; Dartmouth College, Hanover, New Hampshire, USA.
  • Campbell W; Colby College, Waterville, Maine, USA.
  • Massachi T; Brown University, Providence, Rhode Island, USA.
  • Choi ES; Cornell Tech, New York, New York, USA.
  • Xu O; Massachusetts Institute of Technology, Cambridge, Massachusetts, USA.
  • Kuc J; University College London, London, UK.
  • Huckins J; Biocogniv Inc, Burlington, Vermont, USA.
  • Holden J; University of California, San Diego, La Jolla, California, USA.
  • Depp C; University of California, San Diego, La Jolla, California, USA.
  • Jacobson N; Dartmouth College, Hanover, New Hampshire, USA.
  • Czerwinski M; Microsoft Research, Redmond, Washington, USA.
  • Granholm E; University of California, San Diego, La Jolla, California, USA.
  • Campbell AT; Dartmouth College, Hanover, New Hampshire, USA.
Article in En | MEDLINE | ID: mdl-39072254
ABSTRACT
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.
Key words

Full text: 1 Collection: 01-internacional Database: MEDLINE Language: En Journal: Ext Abstr Hum Factors Computing Syst Year: 2024 Document type: Article Affiliation country:

Full text: 1 Collection: 01-internacional Database: MEDLINE Language: En Journal: Ext Abstr Hum Factors Computing Syst Year: 2024 Document type: Article Affiliation country: