Contextual AI Journaling: Integrating LLM and Time Series Behavioral Sensing Technology to Promote Self-Reflection and Well-being using the MindScape App

被引：6

作者：

Nepal, Subigya ^{[1
]}

Pillai, Arvind ^{[1
]}

Campbell, William ^{[2
]}

Massachi, Talie ^{[3
]}

Choi, Eunsol Soul ^{[4
]}

Xu, Xuhai ^{[5
]}

Kuc, Joanna ^{[6
]}

Huckins, Jeremy ^{[7
]}

Holden, Jason ^{[8
]}

Depp, Colin ^{[8
]}

Jacobson, Nicholas ^{[1
]}

Czerwinski, Mary ^{[9
]}

Granholm, Eric ^{[8
]}

Campbell, Andrew T. ^{[1
]}

机构：

[1] Dartmouth Coll, Hanover, NH 03755 USA

[2] Colby Coll, Waterville, ME 04901 USA

[3] Brown Univ, Providence, RI 02912 USA

[4] Cornell Tech, New York, NY USA

[5] MIT, 77 Massachusetts Ave, Cambridge, MA 02139 USA

[6] UCL, London, England

[7] Biocogniv Inc, Burlington, VT USA

[8] Univ Calif San Diego, La Jolla, CA 92093 USA

[9] Microsoft Res, Redmond, WA USA

来源：

EXTENDED ABSTRACTS OF THE 2024 CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS, CHI 2024 | 2024年

关键词：

Passive Sensing; Large Language Models; Journaling; Self-reflection; Behavioral Sensing; Mental Health; Well-being; AI; Smartphones; PROMPTS; DEPRESSION; ANXIETY; STRESS;

D O I：

10.1145/3613905.3650767

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

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.

引用

页数：8

共 51 条

[1] Reflective journaling and metacognitive awareness: insights from a longitudinal study in higher education [J].

Alt, Dorit ;

Raichel, Nirit .

REFLECTIVE PRACTICE, 2020, 21 (02) :145-158

[2]

[Anonymous], 2024, American College Health Association-National College Health Assessment III: Undergraduate Student Reference Group Executive Summary

[3]

Apple, 2024, Get started with Journal on iPhone

[4] Twelve tips for teaching reflection at all levels of medical education [J].