Evidence map›Paper›PMID 9685123›Full record

SynthesisHealth services research1998

Understanding the context of healthcare utilization: assessing environmental and provider-related variables in the behavioral model of utilization.

K A Phillips, K R Morrison, R Andersen, L A Aday

Registry-linked trialAbstract readSystematic Review
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
204citing papers in PubMed, 3 pooled it
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

NCT06305312 narecruitingnot on this mapstarted 2024, after this paper: background citation

Community Services Navigation to Advance Health Equity in Breast Cancer Screening

TypeinterventionalSponsorUniversity of UtahRan2024 to 2028Enrolled1,450ConditionsBreast CancerArmsCommunity Service Navigation, Usual Care
3 · Its place in the literature

Who cites it

204 citing papers in PubMed, 3 syntheses or guidelines pooled it.

  1. Pooled it
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  13. Access to Healthcare Among Young Adult Probationers Participating in a Pilot Health-Focused Reentry Program.International journal of offender therapy and comparative criminology · 2025
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  18. 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 · 2025
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144 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

4 authors.

K A PhillipsDepartment of General Internal Medicine, University of California-San Francisco, USA.
K R Morrison
R Andersen
L A Aday

Funding

SUBSTANCE ABUSE AND MENTAL HEALTH IN AIDS CENTERP50MH042459 · NIMH · UNIVERSITY OF CALIFORNIA SAN FRANCISCO · PI MARIN, BARBARA ANN · 1986 to 2000
$4.5M
EFFECTIVENESS AND COST-EFFECTIVENESS OF HIV TESTINGR29AI034864 · NIAID · UNIVERSITY OF CALIFORNIA SAN FRANCISCO · PI PHILLIPS, KATHRYN A · 1994 to 1998
–
NIAID NIH HHS R29 AI34864NIMH NIH HHS MH42459
6 · The paper itself

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

EnvironmentHealth ServicesHealth Services ResearchHumansModels, PsychologicalPatient Acceptance of Health Care

Identifiers

PMID9685123
PMCPMC1070277

What OpenQuestion holds

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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.