Your new experience awaits. Try the new design now and help us make it even better

MINI REVIEW article

Front. Public Health

Sec. Disaster and Emergency Medicine

Volume 13 - 2025 | doi: 10.3389/fpubh.2025.1673734

Lifestyle and Psychosocial Predictors of Health Resilience Among Indonesian Disaster Preparedness Cadres (TAGANA): A Machine Learning Approach

Provisionally accepted
Mu'man NuryanaMu'man Nuryana1Istiana HermawatiIstiana Hermawati1,2Sugiyanto SugiyantoSugiyanto Sugiyanto2Asmadi AdnanAsmadi Adnan1Dayat HidayatDayat Hidayat1Togiaratua NainggolanTogiaratua Nainggolan1Setyo SumarnoSetyo Sumarno1Ruaida MurniRuaida Murni1Chatarina RusmiyatiChatarina Rusmiyati1Achmadi JayaputraAchmadi Jayaputra1Suryani SuryaniSuryani Suryani1Sri SetyatiSri Setyati3Andjar PrasetyoAndjar Prasetyo4*Alhadi SaputraAlhadi Saputra1Hadi SupratiktaHadi Supratikta1*
  • 1Badan Riset dan Inovasi Nasional Republik Indonesia, Central Jakarta, Indonesia
  • 2Sekolah Tinggi Pembangunan Masyarakat Desa APMD, Yogyakarta, Indonesia
  • 3Provinsi Kalimantan Selatan, Banjarbaru, Indonesia
  • 4Bappeda Kota Magelang, Central Java, Indonesia, Magelang, Indonesia

The final, formatted version of the article will be published soon.

Select one of your emails

You have multiple emails registered with Frontiers:

Notify me on publication

Please enter your email address:

If you already have an account, please login

You don't have a Frontiers account ? You can register here

This study investigates the determinants of health resilience among TAGANA volunteers in Indonesia using Decision Tree Regression (DTR) and Random Forest Regression (RFR). Data from 200 respondents show that life risk is the most dominant negative factor, while hope healthy acts as a strong protective factor; other variables such as disease history, dynamic experience, and physical-mental balance contribute moderately. RFR outperformed DTR in stability, confirming the robustness of the findings. The results emphasize the need for risk mitigation, psychosocial support, and lifestyle-based interventions, while international best practices provide models for strengthening volunteer resilience. This study contributes evidence-based insights for policy and training frameworks to improve TAGANA's long-term sustainability in disaster response.

Keywords: Disaster Preparedness Cadets, TAGANA, Health resilience, Life risk, healthexpectancy, lifestyle, psychological resilience, volunteer health

Received: 29 Jul 2025; Accepted: 29 Sep 2025.

Copyright: © 2025 Nuryana, Hermawati, Sugiyanto, Adnan, Hidayat, Nainggolan, Sumarno, Murni, Rusmiyati, Jayaputra, Suryani, Setyati, Prasetyo, Saputra and Supratikta. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence:
Andjar Prasetyo, studidaerah@gmail.com
Hadi Supratikta, hadi025@brin.go.id

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

Supplementary Material