SynthesisHealth services research1998
Understanding the context of healthcare utilization: assessing environmental and provider-related variables in the behavioral model of utilization.
Synthesis in Health services research, 1998. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06305312 (Community Services Navigation to Advance Health Equity in Breast Cancer Screening), which is not on this map. Cited by 204 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.
Community Services Navigation to Advance Health Equity in Breast Cancer Screening
Who cites it
204 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Psychological Determinants of Physician Variation in End-of-Life Treatment Intensity: A Systematic Review and Meta-Synthesis.Journal of general internal medicine · 2023Pooled it
- Factors associated with health service utilisation for common mental disorders: a systematic review.BMC psychiatry · 2018Pooled it
- [Preventive activities in the elderly].Atencion primaria · 2007Guideline
- Perceived Need for Treatment and Engagement in Mental Health Services Among Community-Referred Racial/Ethnic Minority Adolescents.Administration and policy in mental health · 2018Trial
- Negotiating access to comprehensive HIV healthcare: Fear, stigma, and health system constraints in Tamale Metropolis, Ghana.Journal of public health research · 2026Article
- The Medication Affordability, Accessibility, and Availability in Care Transitions (Med AAAction) Study: Design and methods for a pharmacy-led trial implemented in low-income populations.Contemporary clinical trials · 2026Article
- The receipt of psychological services and acceptability of local follow-up care for childhood cancer survivors: are there rural vs. urban differences?Journal of cancer survivorship : research and practice · 2026Article
- Identifying determinants of unmet healthcare needs in South Korea: a comparison of machine learning approaches for precision public health.BMC public health · 2025Article
- Multilevel and spatial analysis of factors influencing non-institutional delivery care utilization among Ugandan women: insights from the 2016 UDHS.BMC public health · 2025Article
- Mammography attendance in China's national breast cancer screening program: a county-level analysis of the Fujian province.BMC women's health · 2025Article
- Protocol for a randomized trial of self-management support for people with chronic obstructive pulmonary disease using lay health coaches.Contemporary clinical trials · 2025Article
- Factors Associated with Health Service Use for Self-Reported Balance Problems in Community-Dwelling Adults: A Secondary Analysis of Nationally Representative NHANES 2001-2004 Data.Healthcare (Basel, Switzerland) · 2025Article
- Access to Healthcare Among Young Adult Probationers Participating in a Pilot Health-Focused Reentry Program.International journal of offender therapy and comparative criminology · 2025Article
- A cross-country analysis of the effects of spousal migration on health care access for families left behind.Health affairs scholar · 2025Article
- User groups of inpatient multidisciplinary therapies for Parkinson's disease in Germany: a bicenter prospective observational study.Neurological research and practice · 2025Article
- Development of a healthcare utilisation index to compare patients worldwide: a cross-sectional study.BMC health services research · 2025Article
- Assessing the antenatal care-seeking determinants associated with the penetration of the WHO eight-visit antenatal care policy across states in Nigeria.BMC pregnancy and childbirth · 2025Article
- Rural patients' experiences with diagnosis and treatment of endometrial cancer.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2025Article
- Neighborhood Determinants of Primary Care Access in Virginia.Annals of family medicine · 2025Article
- Using an implementation research approach to assess the birth outcomes associated with the 2016 World Health Organization antenatal care policy across states in Nigeria: multilevel analysis of national survey data.BMC global and public health · 2025Article
144 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
4 authors.
Funding
Abstract
objectiveThe behavioral model of utilization, developed by Andersen, Aday, and others, is one of the most frequently used frameworks for analyzing the factors that are associated with patient utilization of healthcare services. However, the use of the model for examining the context within which utilization occurs-the role of the environment and provider-related factors-has been largely neglected.
objectiveTo conduct a systematic review and analysis to determine if studies of medical care utilization that have used the behavioral model during the last 20 years have included environmental and provider-related variables and the methods used to analyze these variables. We discuss barriers to the use of these contextual variables and potential solutions. DATA SOURCES: The Social Science Citation Index and Science Citation Index. We included all articles from 1975-1995 that cited any of three key articles on the behavioral model, that included all articles that were empirical analyses and studies of formal medical care utilization, and articles that specifically stated their use of the behavioral model (n = 139). STUDY
designDesign was a systematic literature review. DATA ANALYSIS: We used a structured review process to code articles on whether they included contextual variables: (1) environmental variables (characteristics of the healthcare delivery system, external environment, and community-level enabling factors); and (2) provider-related variables (patient factors that may be influenced by providers and provider characteristics that interact with patient characteristics to influence utilization). We also examined the methods used in studies that included contextual variables. PRINCIPAL
findingsForty-five percent of the studies included environmental variables and 51 percent included provider-related variables. Few studies examined specific measures of the healthcare system or provider characteristics or used methods other than simple regression analysis with hierarchical entry of variables. Only 14 percent of studies analyzed the context of healthcare by including both environmental and provider-related variables as well as using relevant methods.
conclusionsBy assessing whether and how contextual variables are used, we are able to highlight the contributions made by studies using these approaches, to identify variables and methods that have been relatively underused, and to suggest solutions to barriers in using contextual variables.
Indexed as
Identifiers
9685123PMC1070277What 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.