A Web-Based Longitudinal Mental Health Monitoring System

Zhiwei Chen, Weizhao Yang, Jinrong Li, Jiale Wang, Shuai Li, Ziwen Wang, Lei Xie

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

1 Scopus citations

Abstract

Current clinical assessments of depression disorder are heavily relied on the questionnaire tables on patients' daily behavior, sleeping, and mood status of the past two weeks. However, the information obtained through the patient's review of the past two weeks' experience is neither timely nor objective. Moreover, while patients have medicine at home, doctors lose the way of monitoring and intervening them on time. In this paper, we propose and implement a web-based longitudinal mental health monitoring system. On the user end, the patients can report their daily information through ecological momentary assessment (EMA), share their emotions in speech or face video, test their depression severity through the PHQ-9 questionnaire table or face videos recorded while going through a semi-structured interview, and check their recent history of activity, sleeping, emotion log, and depression severity etc. The server end implements emotion recognition and depression estimation on the pre-trained deep learning models. On the doctor end, the doctor can manage the information of all the patients under his(her) supervision, monitor their recent status, and edit their depression severity after clinical diagnosis.

Original languageEnglish
Title of host publicationICMI 2021 Companion - Companion Publication of the 2021 International Conference on Multimodal Interaction
PublisherAssociation for Computing Machinery, Inc
Pages121-125
Number of pages5
ISBN (Electronic)9781450384711
DOIs
StatePublished - 18 Oct 2021
Event23rd ACM International Conference on Multimodal Interaction, ICMI 2021 - Virtual, Online, Canada
Duration: 18 Oct 202122 Oct 2021

Publication series

NameICMI 2021 Companion - Companion Publication of the 2021 International Conference on Multimodal Interaction

Conference

Conference23rd ACM International Conference on Multimodal Interaction, ICMI 2021
Country/TerritoryCanada
CityVirtual, Online
Period18/10/2122/10/21

Keywords

  • Mental health monitoring
  • depression severity estimation
  • emotion recognition

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