LAPSE:2023.4866
Published Article

LAPSE:2023.4866
Development of an Empathy-Centric Counseling Chatbot System Capable of Sentimental Dialogue Analysis
February 23, 2023
Abstract
College students encounter various types of stresses in school due to schoolwork, personal relationships, health issues, and future career concerns. Some students are susceptible to the strikes of failures and are inexperienced with or fearful of dealing with setbacks. When these negative emotions gradually accumulate without resolution, they can cause long-term negative effects on students’ physical and mental health. Some potential health problems include depression, anxiety, and disorders such as eating disorders. Universities commonly offer counseling services; however, the demand often exceeds the counseling capacities due to limited numbers of counsellors/psychologists. Thus, students may not receive immediate counseling or treatments. If students are not treated, some repercussions may lead to severe abnormal behavior and even suicide. In this study, combining immersive virtual reality (VR) technique with psychological knowledge base, we developed a VR empathy-centric counseling chatbot (VRECC) that can complementarily support troubled students when counsellors cannot provide immediate support. Through multi-turn (verbal or text) conversations with the chatbot, the system can demonstrate empathy and give therapist-like responses to the users. During the study, more than 120 students were required to complete a questionnaire and 34 subjects with an above-median stress level were randomly drawn for the VRECC experiment. We observed decreasing average stress level and psychological sensitivity scores among subjects after the experiment. Although the system did not yield improvement in life-impact scores (e.g., behavioral and physical impacts), the significant outcomes of lowering stress level and psychological sensitivity have given us a very positive outlook for continuing to integrate VR, AI sentimental natural language process, and counseling chatbot for advanced VRECC research in helping students improve their psychological well-being and life quality at schools.
College students encounter various types of stresses in school due to schoolwork, personal relationships, health issues, and future career concerns. Some students are susceptible to the strikes of failures and are inexperienced with or fearful of dealing with setbacks. When these negative emotions gradually accumulate without resolution, they can cause long-term negative effects on students’ physical and mental health. Some potential health problems include depression, anxiety, and disorders such as eating disorders. Universities commonly offer counseling services; however, the demand often exceeds the counseling capacities due to limited numbers of counsellors/psychologists. Thus, students may not receive immediate counseling or treatments. If students are not treated, some repercussions may lead to severe abnormal behavior and even suicide. In this study, combining immersive virtual reality (VR) technique with psychological knowledge base, we developed a VR empathy-centric counseling chatbot (VRECC) that can complementarily support troubled students when counsellors cannot provide immediate support. Through multi-turn (verbal or text) conversations with the chatbot, the system can demonstrate empathy and give therapist-like responses to the users. During the study, more than 120 students were required to complete a questionnaire and 34 subjects with an above-median stress level were randomly drawn for the VRECC experiment. We observed decreasing average stress level and psychological sensitivity scores among subjects after the experiment. Although the system did not yield improvement in life-impact scores (e.g., behavioral and physical impacts), the significant outcomes of lowering stress level and psychological sensitivity have given us a very positive outlook for continuing to integrate VR, AI sentimental natural language process, and counseling chatbot for advanced VRECC research in helping students improve their psychological well-being and life quality at schools.
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Keywords
chatbot, counseling, school stress, sentiment understanding, virtual therapy
Subject
Suggested Citation
Trappey AJC, Lin APC, Hsu KYK, Trappey CV, Tu KLK. Development of an Empathy-Centric Counseling Chatbot System Capable of Sentimental Dialogue Analysis. (2023). LAPSE:2023.4866
Author Affiliations
Trappey AJC: Department of Industrial Engineering and Engineering Management, National Tsing Hua University, Hsinchu 30013, Taiwan [ORCID]
Lin APC: Department of Industrial Engineering and Engineering Management, National Tsing Hua University, Hsinchu 30013, Taiwan
Hsu KYK: Department of Educational Psychology and Counseling, National Tsing Hua University, Hsinchu 30013, Taiwan
Trappey CV: Department of Management Science, National Yang Ming Chiao Tung University, Hsinchu 30093, Taiwan
Tu KLK: Department of Industrial Engineering and Engineering Management, National Tsing Hua University, Hsinchu 30013, Taiwan
Lin APC: Department of Industrial Engineering and Engineering Management, National Tsing Hua University, Hsinchu 30013, Taiwan
Hsu KYK: Department of Educational Psychology and Counseling, National Tsing Hua University, Hsinchu 30013, Taiwan
Trappey CV: Department of Management Science, National Yang Ming Chiao Tung University, Hsinchu 30093, Taiwan
Tu KLK: Department of Industrial Engineering and Engineering Management, National Tsing Hua University, Hsinchu 30013, Taiwan
Journal Name
Processes
Volume
10
Issue
5
First Page
930
Year
2022
Publication Date
2022-05-08
ISSN
2227-9717
Version Comments
Original Submission
Other Meta
PII: pr10050930, Publication Type: Journal Article
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LAPSE:2023.4866
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https://doi.org/10.3390/pr10050930
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Feb 23, 2023
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