Development of an Android-Based Application for Emotion Regulation in Anxiety Disorder Patients Using the RoBERTa Algrithm

Muhammad Fakhri Andika Mutiara; Norma Hermawan; Eko Agus Suprayitno

doi:10.1109/CENIM67940.2025.11326277

Development of an Android-Based Application for Emotion Regulation in Anxiety Disorder Patients Using the RoBERTa Algrithm

Muhammad Fakhri Andika Mutiara^*
, Norma Hermawan
, Eko Agus Suprayitno

^*Corresponding author for this work

Institut Teknologi Sepuluh Nopember

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

—Anxiety disorder is a prevalent mental health condition that disrupts daily functioning, affecting approximately 301 million people worldwide in 2019. In Indonesia, one in six individuals experiences this condition, yet only 27.6% receive proper care due to stigma, lack of awareness, and limited access to services. To address these challenges, this study developed an Android-based application featuring an emotion regulation chatbot powered by the RoBERTa NLP model to detect user emotions in Indonesian text. The application integrates personalized chatbot interactions, Cognitive Behavioral Therapy (CBT)-based breathing exercises, journaling, mood tracking, and educational resources. Built on an MVVM Android architecture with a Flask backend and PostgreSQL database, the system was tested for functionality and usability. A System Usability Scale (SUS) evaluation with nine participants yielded a score of 82.5, classifying the app as “Excellent.” These results demonstrate its potential to support individuals in effectively managing anxiety.

Original language	English
Title of host publication	Proceeding of the International Conference on Computer Engineering, Network and Intelligent Multimedia 2025, CENIM 2025
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	322-325
Number of pages	4
ISBN (Electronic)	9798331578541
DOIs	https://doi.org/10.1109/CENIM67940.2025.11326277
Publication status	Published - 2025
Event	6th International Conference on Computer Engineering, Network and Intelligent Multimedia, CENIM 2025 - Surabaya, Indonesia Duration: 25 Nov 2025 → 26 Nov 2025

Publication series

Name	Proceeding of the International Conference on Computer Engineering, Network and Intelligent Multimedia 2025, CENIM 2025

Conference

Conference	6th International Conference on Computer Engineering, Network and Intelligent Multimedia, CENIM 2025
Country/Territory	Indonesia
City	Surabaya
Period	25/11/25 → 26/11/25

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 3 Good Health and Well-being

Keywords

Anxiety Disorder
Mental Health Support
RoBERTa
chatbot
mHealth

Access to Document

10.1109/CENIM67940.2025.11326277

Cite this

Mutiara, M. F. A., Hermawan, N., & Suprayitno, E. A. (2025). Development of an Android-Based Application for Emotion Regulation in Anxiety Disorder Patients Using the RoBERTa Algrithm. In Proceeding of the International Conference on Computer Engineering, Network and Intelligent Multimedia 2025, CENIM 2025 (pp. 322-325). (Proceeding of the International Conference on Computer Engineering, Network and Intelligent Multimedia 2025, CENIM 2025). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/CENIM67940.2025.11326277

Mutiara, Muhammad Fakhri Andika ; Hermawan, Norma ; Suprayitno, Eko Agus. / Development of an Android-Based Application for Emotion Regulation in Anxiety Disorder Patients Using the RoBERTa Algrithm. Proceeding of the International Conference on Computer Engineering, Network and Intelligent Multimedia 2025, CENIM 2025. Institute of Electrical and Electronics Engineers Inc., 2025. pp. 322-325 (Proceeding of the International Conference on Computer Engineering, Network and Intelligent Multimedia 2025, CENIM 2025).

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title = "Development of an Android-Based Application for Emotion Regulation in Anxiety Disorder Patients Using the RoBERTa Algrithm",

abstract = "—Anxiety disorder is a prevalent mental health condition that disrupts daily functioning, affecting approximately 301 million people worldwide in 2019. In Indonesia, one in six individuals experiences this condition, yet only 27.6\% receive proper care due to stigma, lack of awareness, and limited access to services. To address these challenges, this study developed an Android-based application featuring an emotion regulation chatbot powered by the RoBERTa NLP model to detect user emotions in Indonesian text. The application integrates personalized chatbot interactions, Cognitive Behavioral Therapy (CBT)-based breathing exercises, journaling, mood tracking, and educational resources. Built on an MVVM Android architecture with a Flask backend and PostgreSQL database, the system was tested for functionality and usability. A System Usability Scale (SUS) evaluation with nine participants yielded a score of 82.5, classifying the app as “Excellent.” These results demonstrate its potential to support individuals in effectively managing anxiety.",

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Mutiara, MFA, Hermawan, N & Suprayitno, EA 2025, Development of an Android-Based Application for Emotion Regulation in Anxiety Disorder Patients Using the RoBERTa Algrithm. in Proceeding of the International Conference on Computer Engineering, Network and Intelligent Multimedia 2025, CENIM 2025. Proceeding of the International Conference on Computer Engineering, Network and Intelligent Multimedia 2025, CENIM 2025, Institute of Electrical and Electronics Engineers Inc., pp. 322-325, 6th International Conference on Computer Engineering, Network and Intelligent Multimedia, CENIM 2025, Surabaya, Indonesia, 25/11/25. https://doi.org/10.1109/CENIM67940.2025.11326277

Development of an Android-Based Application for Emotion Regulation in Anxiety Disorder Patients Using the RoBERTa Algrithm. / Mutiara, Muhammad Fakhri Andika; Hermawan, Norma ; Suprayitno, Eko Agus.
Proceeding of the International Conference on Computer Engineering, Network and Intelligent Multimedia 2025, CENIM 2025. Institute of Electrical and Electronics Engineers Inc., 2025. p. 322-325 (Proceeding of the International Conference on Computer Engineering, Network and Intelligent Multimedia 2025, CENIM 2025).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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T1 - Development of an Android-Based Application for Emotion Regulation in Anxiety Disorder Patients Using the RoBERTa Algrithm

AU - Mutiara, Muhammad Fakhri Andika

AU - Hermawan, Norma

AU - Suprayitno, Eko Agus

PY - 2025

Y1 - 2025

N2 - —Anxiety disorder is a prevalent mental health condition that disrupts daily functioning, affecting approximately 301 million people worldwide in 2019. In Indonesia, one in six individuals experiences this condition, yet only 27.6% receive proper care due to stigma, lack of awareness, and limited access to services. To address these challenges, this study developed an Android-based application featuring an emotion regulation chatbot powered by the RoBERTa NLP model to detect user emotions in Indonesian text. The application integrates personalized chatbot interactions, Cognitive Behavioral Therapy (CBT)-based breathing exercises, journaling, mood tracking, and educational resources. Built on an MVVM Android architecture with a Flask backend and PostgreSQL database, the system was tested for functionality and usability. A System Usability Scale (SUS) evaluation with nine participants yielded a score of 82.5, classifying the app as “Excellent.” These results demonstrate its potential to support individuals in effectively managing anxiety.

AB - —Anxiety disorder is a prevalent mental health condition that disrupts daily functioning, affecting approximately 301 million people worldwide in 2019. In Indonesia, one in six individuals experiences this condition, yet only 27.6% receive proper care due to stigma, lack of awareness, and limited access to services. To address these challenges, this study developed an Android-based application featuring an emotion regulation chatbot powered by the RoBERTa NLP model to detect user emotions in Indonesian text. The application integrates personalized chatbot interactions, Cognitive Behavioral Therapy (CBT)-based breathing exercises, journaling, mood tracking, and educational resources. Built on an MVVM Android architecture with a Flask backend and PostgreSQL database, the system was tested for functionality and usability. A System Usability Scale (SUS) evaluation with nine participants yielded a score of 82.5, classifying the app as “Excellent.” These results demonstrate its potential to support individuals in effectively managing anxiety.

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KW - Mental Health Support

KW - RoBERTa

KW - chatbot

KW - mHealth

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BT - Proceeding of the International Conference on Computer Engineering, Network and Intelligent Multimedia 2025, CENIM 2025

PB - Institute of Electrical and Electronics Engineers Inc.

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Y2 - 25 November 2025 through 26 November 2025

ER -

Mutiara MFA, Hermawan N , Suprayitno EA. Development of an Android-Based Application for Emotion Regulation in Anxiety Disorder Patients Using the RoBERTa Algrithm. In Proceeding of the International Conference on Computer Engineering, Network and Intelligent Multimedia 2025, CENIM 2025. Institute of Electrical and Electronics Engineers Inc. 2025. p. 322-325. (Proceeding of the International Conference on Computer Engineering, Network and Intelligent Multimedia 2025, CENIM 2025). doi: 10.1109/CENIM67940.2025.11326277

Development of an Android-Based Application for Emotion Regulation in Anxiety Disorder Patients Using the RoBERTa Algrithm

Abstract

Publication series

Conference

UN SDGs

Keywords

Access to Document

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