{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,24]],"date-time":"2026-02-24T11:14:48Z","timestamp":1771931688271,"version":"3.50.1"},"reference-count":54,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,2,12]],"date-time":"2026-02-12T00:00:00Z","timestamp":1770854400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Public Health"],"abstract":"<jats:sec>\n                    <jats:title>Introduction<\/jats:title>\n                    <jats:p>Overcrowding in emergency departments (EDs) remains a critical issue, commonly driven by non-urgent visits associated with behavioural, socioeconomic, and system-level factors.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>\n                      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\u2019s 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\n                      <jats:italic>p<\/jats:italic>\n                      &amp;lt;\u202f0.05.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>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\u2019s behavioural model, shape ED utilisation patterns.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>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\u2019s public healthcare system.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.3389\/fpubh.2026.1731516","type":"journal-article","created":{"date-parts":[[2026,2,12]],"date-time":"2026-02-12T17:08:24Z","timestamp":1770916104000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Factors influencing emergency department utilisation using Andersen\u2019s behavioural model: a cross-sectional study in a public hospital in Malaysia"],"prefix":"10.3389","volume":"14","author":[{"given":"Norbaidurah","family":"Ithnain","sequence":"first","affiliation":[{"name":"Institute for Health Behavioural Research, National Institutes of Health, Ministry of Health Malaysia","place":["Shah Alam, Selangor, Malaysia"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Saiful Adli","family":"Suhaimi","sequence":"additional","affiliation":[{"name":"Institute for Health Behavioural Research, National Institutes of Health, Ministry of Health Malaysia","place":["Shah Alam, Selangor, Malaysia"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Evi Diana","family":"Omar","sequence":"additional","affiliation":[{"name":"Sector for Biostatistics and Data Repository, National Institutes of Health, Ministry of Health Malaysia","place":["Shah Alam, Selangor, Malaysia"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hasnah","family":"Mat","sequence":"additional","affiliation":[{"name":"Sector for Biostatistics and Data Repository, National Institutes of Health, Ministry of Health Malaysia","place":["Shah Alam, Selangor, Malaysia"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ahmad Tajuddin","family":"Mohamad Nor","sequence":"additional","affiliation":[{"name":"Hospital Tengku Ampuan Rahimah Klang, Ministry of Health Malaysia","place":["Klang, Selangor, Malaysia"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Manimaran","family":"Krishnan","sequence":"additional","affiliation":[{"name":"Institute for Health Behavioural Research, National Institutes of Health, Ministry of Health Malaysia","place":["Shah Alam, Selangor, Malaysia"]}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1965","published-online":{"date-parts":[[2026,2,12]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"274","DOI":"10.1186\/s12913-024-10725-6","article-title":"Patient flow in emergency departments: a comprehensive umbrella review of solutions and challenges across the health system","volume":"24","author":"Samadbeik","year":"2024","journal-title":"BMC Health Serv Res"},{"key":"ref2","doi-asserted-by":"publisher","first-page":"117","DOI":"10.1186\/s12873-024-01028-4","article-title":"Non-emergency department (ED) interventions to reduce ED utilization: a scoping review","volume":"24","author":"Nummedal","year":"2024","journal-title":"BMC Emerg Med"},{"key":"ref3","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1177\/10105395070190020601","article-title":"Factors associated with inappropriate utilisation of emergency department services","volume":"19","author":"Selasawati","year":"2007","journal-title":"Asia Pac J Public Health"},{"key":"ref4","doi-asserted-by":"publisher","first-page":"449","DOI":"10.1136\/bmjqs-2019-009396","article-title":"Factors associated with inappropriate use of emergency departments: findings from a cross-sectional national study in France","volume":"29","author":"Naouri","year":"2020","journal-title":"BMJ Qual Saf"},{"key":"ref5","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1016\/j.ienj.2017.06.001","article-title":"Contributing factors of frequent use of the emergency department: a synthesis","volume":"35","author":"Burns","year":"2017","journal-title":"Int Emerg Nurs"},{"key":"ref6","doi-asserted-by":"publisher","first-page":"887","DOI":"10.1186\/s12913-020-05705-5","article-title":"The influence of personal communities in understanding avoidable emergency department attendance: qualitative study","volume":"20","author":"McKenna","year":"2020","journal-title":"BMC Health Serv Res"},{"key":"ref7","doi-asserted-by":"publisher","first-page":"Article JOHS2022000594","DOI":"10.52533\/JOHS.2023.30101","article-title":"Factors and solutions addressing overcrowding in emergency department","volume":"3","author":"Alshiakh","year":"2023","journal-title":"J Healthc Sci"},{"key":"ref8","doi-asserted-by":"publisher","first-page":"654","DOI":"10.1186\/s12913-022-08056-1","article-title":"Emergency services utilization in Jakarta, Indonesia: a cross-sectional study","volume":"22","author":"Brice","year":"2022","journal-title":"BMC Health Serv Res"},{"key":"ref9","first-page":"78","article-title":"Proportion and reasons for non-urgent adult patients presenting during non-official hours at an emergency room in a district hospital","volume":"23","author":"Udomvit","year":"2023","journal-title":"Thailand KKU Res J (Graduate Stud)"},{"key":"ref10","doi-asserted-by":"publisher","first-page":"29","DOI":"10.26480\/jhcdc.01.2025.29.34","article-title":"Voices of healthcare providers: overcrowding and treatment delays in emergency department green zones","volume":"5","author":"Krisnan","year":"2025","journal-title":"J Health Care Dev Countries"},{"key":"ref11","volume-title":"NST leader: Strain on healthcare [internet]","year":"2024"},{"key":"ref12","doi-asserted-by":"publisher","first-page":"1","DOI":"10.31436\/ijcs.v1i2.61","article-title":"Experiences of the public on the services in emergency department: a qualitative study","volume":"1","author":"Aung","year":"2018","journal-title":"Int J Care Scholars"},{"key":"ref13","first-page":"47","article-title":"Redirection of non-critical patients in the emergency department of Hospital Tuaran to the primary care unit (Klinik Kesihatan)","volume":"10","author":"Michal","year":"2016","journal-title":"Borneo J Med Sci"},{"key":"ref14","doi-asserted-by":"publisher","first-page":"1625","DOI":"10.3390\/healthcare10091625","article-title":"Overcrowding in emergency department: causes, consequences, and solutions\u2014a narrative review","volume":"10","author":"Sartini","year":"2022","journal-title":"Healthcare"},{"key":"ref15","doi-asserted-by":"publisher","first-page":"46958020910305","DOI":"10.1177\/0046958020910305","article-title":"Waiting time as an Indicator for health services under strain: a narrative review","volume":"57","author":"McIntyre","year":"2020","journal-title":"Inquiry"},{"key":"ref16","doi-asserted-by":"publisher","first-page":"e0295130","DOI":"10.1371\/journal.pone.0295130","article-title":"Estimating emergency department crowding with stochastic population models","volume":"18","author":"Parnass","year":"2023","journal-title":"PLoS One"},{"key":"ref17","doi-asserted-by":"publisher","first-page":"48","DOI":"10.15804\/ppsy2019208","article-title":"Behavioural insights as a new generation of public service delivery","author":"Gawlowski","year":"2019","journal-title":"Pol Polit Sci Yearb"},{"key":"ref18","doi-asserted-by":"publisher","first-page":"e31","DOI":"10.1002\/ffo2.31","article-title":"Psychological biases and heuristics in the context of foresight and scenario processes","author":"Schirrmeister","year":"2020","journal-title":"Futures Foresight Sci"},{"key":"ref19","doi-asserted-by":"publisher","first-page":"E796","DOI":"10.1001\/amajethics.2020.796","article-title":"Designing nudges for success in health care","volume":"22","author":"Harrison","year":"2020","journal-title":"AMA J Ethics"},{"key":"ref20","doi-asserted-by":"publisher","first-page":"104561","DOI":"10.1016\/j.archger.2021.104561","article-title":"Health care utilization in very advanced ages: a study on predisposing, enabling and need factors","volume":"98","author":"Brand\u00e3o","year":"2022","journal-title":"Arch Gerontol Geriatr"},{"key":"ref21","first-page":"159","article-title":"Factors associated with emergency department green zone utilization in hospital. Int J public health","volume":"3","author":"Arinah","year":"2016","journal-title":"Clin Sci"},{"key":"ref22","doi-asserted-by":"publisher","first-page":"673","DOI":"10.1007\/s11135-006-9018-6","article-title":"A caution regarding rules of thumb for variance inflation factors","volume":"41","author":"O\u2019Brien","year":"2007","journal-title":"Qual Quant"},{"key":"ref23","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1016\/j.ijmedinf.2019.06.00620","article-title":"Prediction of emergency department revisits using area-level social determinants of health measures and health information exchange information","volume":"129","author":"Vest","year":"2019","journal-title":"Int J Med Inform"},{"key":"ref24","doi-asserted-by":"publisher","first-page":"e0157489","DOI":"10.1371\/journal.pone.0157489","article-title":"Personal characteristics and experience of primary care predicting frequent use of emergency department: a prospective cohort study","volume":"11","author":"Hudon","year":"2016","journal-title":"PLoS One"},{"key":"ref25","doi-asserted-by":"publisher","first-page":"323","DOI":"10.1093\/pch\/pxy173","article-title":"Factors and outcomes associated with paediatric emergency department arrival patterns through the day","volume":"24","author":"Almubarak","year":"2018","journal-title":"Paediatr Child Health"},{"key":"ref26","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/j.ienj.2016.09.003","article-title":"Why are we waiting? Patients\u2019 perspectives for accessing emergency department services with non-urgent complaints","volume":"29","author":"Unwin","year":"2016","journal-title":"Int Emerg Nurs"},{"key":"ref27","first-page":"26","article-title":"Inappropriate utilization of emergency department services in Universiti Sains Malaysia Hospital","volume":"59","author":"Selasawati","year":"2004","journal-title":"Med J Malaysia"},{"key":"ref28","first-page":"e354","article-title":"Low-acuity presentations to the emergency department: reasons for and access to other health care providers before presentation","volume":"64","author":"Sancton","year":"2018","journal-title":"Can Fam Physician"},{"key":"ref29","doi-asserted-by":"publisher","first-page":"1349","DOI":"10.1016\/j.jamda.2023.05.002","article-title":"Hospital proximity and emergency department use among assisted living residents","volume":"24","author":"McGarry","year":"2023","journal-title":"J Am Med Dir Assoc"},{"key":"ref30","doi-asserted-by":"publisher","first-page":"e14871","DOI":"10.1097\/MD.0000000000014871","article-title":"The impact of marital status on health care utilization among Medicare beneficiaries","volume":"98","author":"Pandey","year":"2019","journal-title":"Medicine"},{"key":"ref31","doi-asserted-by":"publisher","first-page":"1346","DOI":"10.18502\/ijph.v52i7.13236","article-title":"Application and use of Andersen\u2019s Behavioral model as theoretical framework: a systematic literature review from 2012\u20132021","volume":"52","author":"Alkhawaldeh","year":"2023","journal-title":"Iran J Public Health"},{"key":"ref32","doi-asserted-by":"publisher","first-page":"650","DOI":"10.1016\/j.annemergmed.2021.06.012","article-title":"The influence of the availability heuristic on physicians in the emergency department","volume":"78","author":"Ly","year":"2021","journal-title":"Ann Emerg Med"},{"key":"ref33","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1136\/emermed-2017-207118","article-title":"Exploring parents\u2019 reasons for attending the emergency department for children with minor illnesses: a mixed-methods systematic review","volume":"36","author":"Butun","year":"2019","journal-title":"Emerg Med J"},{"key":"ref34","doi-asserted-by":"publisher","first-page":"312","DOI":"10.1002\/wps.21224","article-title":"Social connection as a critical factor for mental and physical health: evidence, trends, challenges, and future implications","volume":"23","author":"Holt-Lunstad","year":"2024","journal-title":"World Psychiatry"},{"key":"ref35","doi-asserted-by":"publisher","first-page":"04","DOI":"10.38207\/JCMPHR\/2024\/FEB05040128","article-title":"Impact of primary care utilization and insurance on emergency department visits","volume":"5","author":"O\u2019Lawrence","year":"2024","journal-title":"J Comm Med Pub Health Rep"},{"key":"ref36","volume-title":"Nudge: Improving decisions about health, wealth, and happiness","author":"Thaler","year":"2008"},{"key":"ref37","doi-asserted-by":"publisher","first-page":"e2216913","DOI":"10.1001\/jamanetworkopen.2022.16913","article-title":"Association of Medicaid expansion with emergency department visits by medical urgency","volume":"5","author":"Giannouchos","year":"2022","journal-title":"JAMA Netw Open"},{"key":"ref38","doi-asserted-by":"publisher","first-page":"2271","DOI":"10.3390\/healthcare12222271","article-title":"Delayed healthcare due to cost among adults with multimorbidity in the United States","volume":"12","author":"Azubuike","year":"2024","journal-title":"Healthcare (Basel)"},{"key":"ref39","doi-asserted-by":"publisher","first-page":"554","DOI":"10.1067\/men.2000.110904","article-title":"Seeking care for nonurgent medical conditions in the emergency department: through the eyes of the patient","volume":"27","author":"Koziol-McLain","year":"2001","journal-title":"J Emerg Nurs"},{"key":"ref40","doi-asserted-by":"publisher","first-page":"113","DOI":"10.1016\/j.afjem.2020.09.004","article-title":"Reasons for patients with non-urgent conditions attending the emergency department in Kenya: a qualitative study","volume":"11","author":"Matifary","year":"2020","journal-title":"Afr J Emerg Med"},{"key":"ref41","doi-asserted-by":"publisher","first-page":"101707","DOI":"10.1016\/j.seps.2023.101707","article-title":"Still looking in the wrong place: literature-based evidence of why patients really attend an emergency department","volume":"90","author":"Behrens","year":"2023","journal-title":"Socio-Econ Plan Sci"},{"key":"ref42","doi-asserted-by":"publisher","first-page":"826","DOI":"10.1016\/j.jen.2025.03.022","article-title":"Beyond urgency: emergency nurse and physician perspectives on nonurgent emergency department use and the role of underlying conditions","volume":"51","author":"McIntyre","year":"2025","journal-title":"J Emerg Nurs"},{"key":"ref43","doi-asserted-by":"publisher","first-page":"1773","DOI":"10.1108\/IJOPM-04-2019-0322","article-title":"Cognitive biases in operations management decision making: a review of the empirical literature","volume":"40","author":"Schirrmeister","year":"2020","journal-title":"Int J Oper Prod Manag"},{"key":"ref44","doi-asserted-by":"publisher","first-page":"432","DOI":"10.1136\/emermed-2015-204914","article-title":"Why do patients with minor or moderate conditions present to the emergency department?","volume":"33","author":"Ogilvie","year":"2016","journal-title":"Emerg Med J"},{"key":"ref45","doi-asserted-by":"publisher","first-page":"232","DOI":"10.1017\/S1463423617000504","article-title":"Understanding decision making in out-of-hours services: a review of the literature","volume":"19","author":"Watson","year":"2018","journal-title":"Prim Health Care Res Dev"},{"key":"ref46","doi-asserted-by":"publisher","first-page":"921","DOI":"10.5811\/westjem.18647","article-title":"Why do patients opt for the emergency department over other care choices? A multi-hospital analysis","volume":"25","author":"Stube","year":"2024","journal-title":"West J Emerg Med"},{"key":"ref47","doi-asserted-by":"publisher","first-page":"189","DOI":"10.12775\/EiP.2019.014","article-title":"Nudge units in practice: what can we learn from the experience of the United Kingdom, Germany and the United States?","volume":"18","author":"Gaw\u0142owski","year":"2019","journal-title":"Ekonomia i Prawo"},{"key":"ref48","doi-asserted-by":"publisher","first-page":"752","DOI":"10.1111\/acem.14231","article-title":"Nudging emergency department-initiated addiction treatment: a randomized controlled trial","volume":"28","author":"Rivard","year":"2021","journal-title":"Acad Emerg Med"},{"key":"ref49","doi-asserted-by":"publisher","first-page":"54","DOI":"10.1186\/s13012-024-01383-7","article-title":"Successful and sustained implementation of a behaviour-change informed strategy for emergency nurses: a multicentre implementation evaluation","volume":"19","author":"Curtis","year":"2024","journal-title":"Implement Sci"},{"key":"ref50","doi-asserted-by":"crossref","first-page":"e35903","DOI":"10.1371\/journal.pone.0035903","article-title":"Effectiveness of organizational interventions to reduce emergency department utilization: a systematic review","volume":"7","author":"Flores-Mateo","year":"2012","journal-title":"PLoS One"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1007\/s11739-025-04151-7","article-title":"Fast-track and primary care in the emergency department: managing more, but not decongesting","author":"Zaboli","year":"2025","journal-title":"Intern Emerg Med"},{"key":"ref52","doi-asserted-by":"publisher","first-page":"e097457","DOI":"10.1136\/bmjopen-2024-097457","article-title":"Exploring prehospital emergency care challenges and interventions to reduce emergency department overcrowding: a qualitative meta-synthesis","volume":"15","author":"Chua","year":"2025","journal-title":"BMJ Open"},{"key":"ref53","doi-asserted-by":"publisher","first-page":"24","DOI":"10.1177\/01410768231186224","article-title":"The effects of community interventions on unplanned healthcare use in patients with multimorbidity: a systematic review","volume":"117","author":"Wasan","year":"2024","journal-title":"J R Soc Med"},{"key":"ref54","doi-asserted-by":"publisher","first-page":"105579","DOI":"10.1016\/j.ijmedinf.2024.105579","article-title":"Enhancing communication and care coordination: a scoping review of encounter notification systems between emergency departments and primary care providers","volume":"191","author":"Joseph","year":"2024","journal-title":"Int J Med Inform"}],"container-title":["Frontiers in Public Health"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fpubh.2026.1731516\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,24]],"date-time":"2026-02-24T10:27:50Z","timestamp":1771928870000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fpubh.2026.1731516\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2,12]]},"references-count":54,"alternative-id":["10.3389\/fpubh.2026.1731516"],"URL":"https:\/\/doi.org\/10.3389\/fpubh.2026.1731516","relation":{},"ISSN":["2296-2565"],"issn-type":[{"value":"2296-2565","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,2,12]]},"article-number":"1731516"}}