ArticlePsycho-social medicine2012
Re-revisiting Andersen's Behavioral Model of Health Services Use: a systematic review of studies from 1998-2011.
Article in Psycho-social medicine, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 657 papers, 3 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
657 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Barriers and facilitators of oral health care utilization among pregnant women: a mixed-methods systematic review.Systematic reviews · 2026Pooled it
- Factors affecting women's access to primary care in the United States since the Affordable Care Act: A mixed-methods systematic review.PloS one · 2024Pooled it
- Pooled it
- Joint associations of diet quality and physical activity with healthcare utilization among adults in South Korea: a cross-sectional study, 2014-2021.Preventive medicine reports · 2026Article
- Dynamics of Digital Support Platform Use Among Family Caregivers of Children With Disabilities: Longitudinal Study.JMIR mHealth and uHealth · 2026Article
- Article
- Factors Associated with Professional Mental Health Counseling Among Korean Adults: An Age-Stratified Analysis Using the Andersen Behavioral Model.Healthcare (Basel, Switzerland) · 2026Article
- The Effect of a Global Health Shock on Preventive Drug Intake: Evidence from SHARE 2020-2022 for 15 European Countries.Research square · 2026Article
- Perceptions, Attitudes, and Expectations Toward Primary Health Care Service Provision and Their Association with Service Utilization in Subdistrict Health Promoting Hospitals in Northeastern Thailand: A Cross-Sectional Study.Healthcare (Basel, Switzerland) · 2026Article
- Article
- The Impact of Telehealth Use Experience on Recruitment of Underserved Populations Into a Telehealth-Delivered Mindfulness-Based Trial for Patients With Chronic Low Back Pain: Cross-Sectional Survey.JMIR mHealth and uHealth · 2026Article
- Uptake of Influenza, Pneumococcal, and COVID-19 Vaccines Among People Living with HIV: Findings from the Ontario HIV Treatment Network Cohort Study.AIDS and behavior · 2026Article
- Equity in health insurance coverage among women with children under two years of age in Laos: a cross-sectional study of sociodemographic disparities and implications for universal health coverage.Journal of health, population, and nutrition · 2026Article
- Distribution, inequalities and associated factors of unmet medical needs among older adults: evidence from the national health service survey.BMC geriatrics · 2026Article
- Clinical High-Risk for Psychosis in Latinx Populations: Common Issues and Recommendations for Improving Care.Early intervention in psychiatry · 2026Review
- Urban residents' choice preferences for hospitals at different tiers and influencing factors: a study based on latent class analysis and Andersen's model of health service utilization.BMC primary care · 2026Article
- Latent transition analysis of end-of-life care trajectories among cancer patients in South Korea: a nationwide cohort study.BMC health services research · 2026Article
- Article
- Nearly two years after the earthquake: the prevalence and determinants of health service delay behavior among earthquake victims living in temporary accommodation centers in Türkiye.BMC public health · 2026Article
- Rural-Urban Differences in Excessive Alcohol Use and Select Mental Health Conditions.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2026Article
597 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveThis systematic review aims to assess the use and implementation of the Behavioral Model of Health Services Use developed by Ronald M. Andersen in recent studies explicity using this model.
methodsA systematic search was conducted using PubMed in April 2011. The search strategy aimed to identify all articles in which the Andersen model had been applied and which had been published between 1998 and March 2011 in English or German. The search yielded a total of 328 articles. Two researchers independently reviewed the retrieved articles for possible inclusion using a three-step selection process (1. title/author, 2. abstract, 3. full text) with pre-defined inclusion and exclusion criteria for each step. 16 studies met all of the inclusion criteria and were used for analysis. A data extraction form was developed to collect information from articles on 17 categories including author, title, population description, aim of the study, methodological approach, use of the Andersen model, applied model version, and main results. The data collected were collated into six main categories and are presented accordingly.
resultsAndersen's Behavioral Model (BM) has been used extensively in studies investigating the use of health services. The studies identified for this review showed that the model has been used in several areas of the health care system and in relation to very different diseases. The 1995 version of the BM was the version most frequently applied in the studies. However, the studies showed substantial differences in the variables used. The majority of the reviewed studies included age (N=15), marital status (N=13), gender/sex (N=12), education (N=11), and ethnicity (N=10) as predisposing factors and income/financial situation (N=10), health insurance (N=9), and having a usual source of care/family doctor (N=9) as enabling factors. As need factors, most of the studies included evaluated health status (N=13) and self-reported/perceived health (N=9) as well as a very wide variety of diseases. Although associations were found between the main factors examined in the studies and the utilization of health care, there was a lack of consistency in these findings. The context of the studies reviewed and the characteristics of the study populations seemed to have a strong impact on the existence, strength and direction of these associations.
conclusionsAlthough the frequently used BM was explicitly employed as the theoretical background for the reviewed studies, their operationalizations of the model revealed that only a small common set of variables was used and that there were huge variations in the way these variables were categorized, especially as it concerns predisposing and enabling factors. This may stem from the secondary data sets used in the majority of the studies, which limited the variables available for study. Primary studies are urgently needed to enrich our understanding of health care utilization and the complexity of the processes shown in the BM.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.