Evidence map›Paper›PMID 41855513›Full record

ArticleJMIR research protocols2026

Integrating Physical Health Dimensions in Middle-Aged and Older Adults to Predict Drug Misuse and Relapse Through a Comprehensive Needs Model: Protocol for a Mixed Methods Study.

Ema Madyaningrum, Eny Purwandary, Supriyati Supriyati, Ariani Arista Putri Pertiwi, Made Satya Nugraha Gautama, Nurlaela Widyarini

Abstract read
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Article in JMIR research protocols, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Ema MadyaningrumDepartment of Mental Health and Community Nursing, Faculty of Medicine, Public Health, and Nursing, Universitas Gadjah Mada, Sleman, Yogyakarta, Indonesia.ORCID 0000-0002-1811-5055
Eny PurwandaryFaculty of Psychology, Universitas Muhammadiyah Surakarta, Surakarta, Indonesia, Surakarta, Center of Java, Indonesia.ORCID 0000-0001-5871-467X
Supriyati SupriyatiDepartment of Health Behavior, Environment, and Social Medicine, Faculty of Medicine, Public Health and Nursing, Universitas Gadjah, Yogyakarta, Indonesia, Sleman, Yogyakarta, Indonesia.ORCID 0000-0002-1848-8249
Ariani Arista Putri PertiwiDepartment of Basic Nursing and Emergency; Faculty of Medicine, Public Health, and Nursing; Universitas Gadjah Mada, Yogyakarta, Indonesia, Sleman, Yogayakrta, Indonesia.ORCID 0000-0001-6439-2304
Made Satya Nugraha GautamaDepartment of Nursing, Faculty of Medicine, Universitas Pendidikan Ganesha, Singaraja, Indonesia, Singaraja, Bali, Indonesia.ORCID 0000-0001-8194-9784
Nurlaela WidyariniFaculty of Psychology, Universitas Muhammadiyah Jember, Jember, Indonesia, Jember, East Java, Indonesia.ORCID 0000-0001-5334-3638

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundDrug misuse poses significant health risks, with rising prevalence globally, particularly affecting middle-aged and older adults. In Indonesia, drug misuse has complex impacts across physical, psychological, social, and spiritual dimensions. Addressing these issues is crucial as Indonesia transitions to an aging population.

objectiveThis study protocol aims to develop a comprehensive model incorporating physical health dimensions to predict drug misuse and relapse among middle-aged and older adults, grounded in the health belief model.

methodsWe will use a sequential mixed methods design, combining quantitative data from national databases and medical records with qualitative insights from stakeholders. The respondents will consist of three groups: (1) individuals with substance use disorders recruited from the Badan Narkotika Nasional (National Narcotics Agency), (2) participants from lembaga pemasyarakatan (penitentiary institutions) and balai pemasyarakatan (community correction centers), and (3) stakeholders involved in drug rehabilitation services and experts in the field of education. Data analysis will be conducted in sequential stages, including descriptive statistics, bivariate analysis, and logistic regression to identify predictors of relapse. Qualitative data will be analyzed using thematic analysis to explore stakeholders' perspectives.

resultsThis study was funded by the Ministry of Education, Culture, Research, and Technology of Indonesia in 2024. Data collection started in July 2024 and ended in December 2025. The study is structured into 3 phases. Upon completion, it is expected to support the development of a comprehensive model incorporating physical health dimensions to predict drug misuse and relapse among middle-aged and older adults, grounded in the health belief model. The findings are expected to be published by the end of 2026.

conclusionsThe study is expected to identify key health status indicators and levels of readiness to change for the prevention of drug misuse relapse, as well as to develop a preventive model that addresses the specific needs of vulnerable populations, thereby enhancing the effectiveness of intervention strategies. By using a holistic approach to address the multifaceted impacts of drug misuse, this study will aim to improve health outcomes for middle-aged and older adults. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/88987.

Indexed as

Health StatusSubstance-Related DisordersAgedHumansIndonesiaMiddle AgedRecurrenceResearch Designhealth belief modelmiddle ageolder adultsrelapsesubstance abuse

Identifiers

PMID41855513
PMCPMC13047358

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.