Evidence map›Paper›PMID 41769119›Full record

ArticleFrontiers in public health2026

Factors influencing emergency department utilisation using Andersen's behavioural model: a cross-sectional study in a public hospital in Malaysia.

Norbaidurah Ithnain, Saiful Adli Suhaimi, Evi Diana Omar, Hasnah Mat, Ahmad Tajuddin Mohamad Nor, Manimaran Krishnan

Abstract read
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Article in Frontiers in public health, 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

The trial behind it

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3 · Its place in the literature

Who cites it

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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

6 authors.

Norbaidurah IthnainInstitute for Health Behavioural Research, National Institutes of Health, Ministry of Health Malaysia, Shah Alam, Selangor, Malaysia.
Saiful Adli SuhaimiInstitute for Health Behavioural Research, National Institutes of Health, Ministry of Health Malaysia, Shah Alam, Selangor, Malaysia.
Evi Diana OmarSector for Biostatistics and Data Repository, National Institutes of Health, Ministry of Health Malaysia, Shah Alam, Selangor, Malaysia.
Hasnah MatSector for Biostatistics and Data Repository, National Institutes of Health, Ministry of Health Malaysia, Shah Alam, Selangor, Malaysia.
Ahmad Tajuddin Mohamad NorHospital Tengku Ampuan Rahimah Klang, Ministry of Health Malaysia, Klang, Selangor, Malaysia.
Manimaran KrishnanInstitute for Health Behavioural Research, National Institutes of Health, Ministry of Health Malaysia, Shah Alam, Selangor, Malaysia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Overcrowding in emergency departments (EDs) remains a critical issue, commonly driven by non-urgent visits associated with behavioural, socioeconomic, and system-level factors. Methods: This cross-sectional study was conducted in the emergency department of Hospital Tengku Ampuan Rahimah Klang, Malaysia, in 2023, involving convenience-sampled adult Malaysian visitors in the green zone. Respondents completed a structured questionnaire based on Andersen's behavioural model to assess predisposing, enabling, and need factors, as well as ED utilisation patterns. Data were analysed with SPSS 29.0 using descriptive statistics and multiple logistic regression, with significance set at Results: Among the 381 respondents, most were young adults, low-income earners, and perceived their conditions as urgent despite presenting with non-critical symptoms. In exploring the reasons for ED attendance, respondents frequently cited trust in care quality and the proximity of the facility as key reasons for choosing ED over other care options. Multiple analysis revealed that marital status, insurance coverage, and illness duration had a significant impact on attempts to access alternative services. Being married was associated with increased ED visit frequency in the past 12 months, while insurance coverage and illness duration were notably linked with ED visits. These findings highlight how predisposing (marital status), enabling (insurance coverage), and need (illness duration) factors, as framed by Andersen's behavioural model, shape ED utilisation patterns. Conclusion: Understanding these dynamics provides a foundation for developing strategies that combine behavioural insights with stronger primary care access, patient education, and service planning. Such measures are essential to reduce non-urgent ED visits, alleviate overcrowding, and enhance the efficiency of Malaysia's public healthcare system.

Indexed as

Emergency Service, HospitalHospitals, PublicPatient Acceptance of Health CareAdolescentAdultCross-Sectional StudiesEmergency Room VisitsFemaleHumansMalaysiaMaleMiddle AgedSocioeconomic FactorsSurveys and QuestionnairesYoung AdultAndersen’s behavioural modelbehavioural insightsemergency departmentfactorshealthcare utilisationMalaysia

Identifiers

PMID41769119
PMCPMC12940093

What OpenQuestion holds

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LicenceCC BY
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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.