Usability and acceptability assessment of an empathic virtual agent to prevent major depression

被引:23
作者
Breso, A. [1 ]
Martinez-Miranda, J. [2 ]
Botella, C. [3 ,4 ,5 ]
Banos, R. M. [5 ,6 ,7 ]
Garcia-Gomez, J. M. [1 ,8 ]
机构
[1] Univ Politecn Valencia, Grp Informat Biomed, Inst ITACA, E-46022 Valencia, Spain
[2] Ctr Invest Cient & Educ Super Ensenada, Unidad Transferencia Tecnol CICESE UT3, Tepic, Mexico
[3] Univ Jaume 1, Clin Psychol, Castellon de La Plana, Spain
[4] Univ Jaume 1, Doctorate Programme Psychol, Castellon de La Plana, Spain
[5] CB06 03 Inst Salud Carlos III Hlth Inst, Ciber Physiopathol Obes & Nutr, Madrid, Spain
[6] Univ Valencia, Psychopathol, E-46003 Valencia, Spain
[7] Univ Valencia, Master Multidisciplinary Intervent Emot Eating &, E-46003 Valencia, Spain
[8] Hosp Univ & Politecn La Fe, Unidad Mixta Invest TICs Aplicadas Reingn Proc So, Inst Invest Sanitaria, Valencia, Spain
关键词
human-computer interaction; user-adapted sessions; emotional virtual agent; usability; acceptability; SUICIDE; PSYCHOTHERAPY; PROGRAMS;
D O I
10.1111/exsy.12151
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In Human-Computer Interaction, the adaptation of the content and the way of how this content is communicated to the users in interactive sessions is a critical issue to promote the acceptability and usability of any computational system. We present a user-adapted interactive platform to identify and provide an early intervention for symptoms of depression and suicide. In particular, we describe the work performed to assess users' system acceptability and usability. An empathic Virtual Agent is the main interface with the user, and it has been designed to generate the appropriate dialogues and emotions during the interactions according to the detected user's specific needs. This personalization is based on a dynamic user model nurtured with clinical, demographical and behavioural information. The evaluation was performed with 60 participants from the university community. The obtained results were promising, allowing the execution of a further clinical trial. The system's usability score was 75.7%, and the score of the user-adapted content and the emotional responses of the Virtual Agent was 70.9%.
引用
收藏
页码:297 / 312
页数:16
相关论文
共 39 条
  • [1] Understanding age differences in PDA acceptance and performance
    Arning, Katrin
    Ziefle, Martina
    [J]. COMPUTERS IN HUMAN BEHAVIOR, 2007, 23 (06) : 2904 - 2927
  • [2] Promoting motivation with virtual agents and avatars: role of visual presence and appearance
    Baylor, Amy L.
    [J]. PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2009, 364 (1535) : 3559 - 3565
  • [3] Relational Agents in Clinical Psychiatry
    Bickmore, Timothy
    Gruber, Amanda
    [J]. HARVARD REVIEW OF PSYCHIATRY, 2010, 18 (02) : 119 - 130
  • [4] Bole Williams B., 2013, SUIC PREV
  • [5] Breso A., 2016, J MED SYSTEMS
  • [6] A novel approach to improve the planning of adaptive and interactive sessions for the treatment of Major Depression
    Breso, Adrian
    Martinez-Miranda, Juan
    Fuster-Garcia, Elies
    Miguel Garcia-Gomez, Juan
    [J]. INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES, 2016, 87 : 80 - 91
  • [7] Brooke J., 1996, USABILITY EVALUATION, P189
  • [8] Bryan C., 2013, SIMULATION UTILIZING
  • [9] A personality based adaptive approach for information systems
    Capuano, Nicola
    D'Aniello, Giuseppe
    Gaeta, Angelo
    Miranda, Sergio
    [J]. COMPUTERS IN HUMAN BEHAVIOR, 2015, 44 : 156 - 165
  • [10] School-based prevention programs for depression and anxiety in adolescence: a systematic review
    Corrieri, Sandro
    Heider, Dirk
    Conrad, Ines
    Blume, Anne
    Koenig, Hans-Helmut
    Riedel-Heller, Steffi G.
    [J]. HEALTH PROMOTION INTERNATIONAL, 2014, 29 (03) : 427 - 441