The DOI matches its Crossref record; 38 of the 38 references it cites were found in a registry or an index.
The Effects of Geography and Spatial Behavior on Health Care Utilization among the Residents of a Rural Region
Open accessAbstract
Objective.This analysis determines the importance of geography and spatial behavior as predisposing and enabling factors in rural health care utilization, controlling for demographic, social, cultural, and health status factors. Data Sources.A survey of 1,059 adults in 12 rural Appalachian North Carolina counties. Study Design.This cross‐sectional study used a three‐stage sampling design stratified by county and ethnicity. Preliminary analysis of health services utilization compared weighted proportions of number of health care visits in the previous 12 months for regular check‐up care, chronic care, and acute care across geographic, sociodemographic, cultural, and health variables. Multivariable logistic models identified independent correlates of health services utilization. Data Collection Methods.Respondents answered standard survey questions. They located places in which they engaged health related and normal day‐to‐day activities; these data were entered into a geographic information system for analysis. Principal Findings.Several geographic and spatial behavior factors, including having a driver's license, use of provided rides, and distance for regular care, were significantly related to health care utilization for regular check‐up and chronic care in the bivariate analysis. In the multivariate model, having a driver's license and distance for regular care remained significant, as did several predisposing (age, gender, ethnicity), enabling (household income), and need (physical and mental health measures, number of conditions). Geographic measures, as predisposing and enabling factors, were related to regular check‐up and chronic care, but not to acute care visits. Conclusions.These results show the importance of geographic and spatial behavior factors in rural health care utilization. They also indicate continuing inequity in rural health care utilization that must be addressed in public policy.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“and can be more accessible than multiweek interventions, particularly for individuals from rural communities [34].”
From A novel two-day intervention reduces stress in caregivers of persons with dementia (2018) · cites this paper as [34]
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
WARE, J. E., KOSINSKI, M., & KELLER, S. D. (1996) · Medical Care · doi:10.1097/00005650-199603000-00003 · Cited by 17,392
Revisiting the Behavioral Model and Access to Medical Care: Does it Matter?
Andersen, R. M. (1995) · Journal of Health and Social Behavior · doi:10.2307/2137284 · Cited by 9,831
The social psychology of health
(1989) · Choice Reviews Online · doi:10.5860/choice.26-5686 · Cited by 1,797
Gelberg, L., Andersen, R. M., & Leake, B. D. (2000) · PubMed · Cited by 1,257
The Medicare Payment Advisory Commission.
Pw, C. (1998) · PubMed · Cited by 1,175
Handbook of aging and the social sciences
(2002) · Choice Reviews Online · doi:10.5860/choice.39-4041 · Cited by 859
General Social Surveys: 1972 - 1994; cumulative codebook
Davis, J. A., & Smith, T. (1994) · Cited by 842
Effects of Race and Income on Mortality and Use of Services among Medicare Beneficiaries
Gornick, M. E., Eggers, P. W., Reilly, T. W., Mentnech, R., Fitterman, L. K., Kucken, L. E., & Vladeċk, B. C. (1996) · New England Journal of Medicine · doi:10.1056/nejm199609123351106 · Cited by 808
Categorical Data Analysis Using The SAS1 System
(2001) · Technometrics · doi:10.1198/tech.2001.s617 · Cited by 649
Distance and health care utilization among the rural elderly
Nemet, G. F., & Bailey, A. J. (2000) · Social Science & Medicine · doi:10.1016/s0277-9536(99)00365-2 · Cited by 400
Accessibility and utilization: Geographical perspectives on health care delivery
Learmonth, A. T. A. (1985) · Social Science & Medicine · doi:10.1016/0277-9536(85)90321-1 · Cited by 341
Hägerstrand, T. (1982) · Tijdschrift voor Economische en Sociale Geografie · doi:10.1111/j.1467-9663.1982.tb01647.x · Cited by 327
Accessibility and Utilization: Geographical Perspectives on Health Care Delivery
Mohan, J., Joseph, A. E., & Phillips, D. R. (1986) · Transactions of the Institute of British Geographers · doi:10.2307/622077 · Cited by 300
The Standard Deviational Ellipse; An Updated Tool for Spatial Description
Yuill, R. S. (1971) · Geografiska Annaler Series B Human Geography · doi:10.1080/04353684.1971.11879353 · Cited by 286
Socio-economic and locational determinants of accessibility and utilization of primary health-care
Field, K. S., & Briggs, D. J. (2001) · Health & Social Care in the Community · doi:10.1046/j.0966-0410.2001.00303.x · Cited by 223
Development of indices of access to medical care
Aday, L. A. (1975) · Cited by 218
Love, D. O., & Lindquist, P. (1995) · PubMed · Cited by 134
Determinants of Rural Travel Distance for Obstetrics Care
BRONSTEIN, J. M., & Morrisey, M. A. (1990) · Medical Care · doi:10.1097/00005650-199009000-00013 · Cited by 108
Inequalities in health and health service use: Evidence from the general household survey
Haynes, R. M. (1991) · Social Science & Medicine · doi:10.1016/0277-9536(91)90317-6 · Cited by 102
Higgs, G., & White, S. (1997) · Journal of Rural Studies · doi:10.1016/s0743-0167(97)00030-2 · Cited by 68
The Standard Deviational Ellipse; An Updated Tool for Spatial Description
Yuill, R. S. (1971) · Geografiska Annaler Series B Human Geography · doi:10.2307/490885 · Cited by 67
(1989) · Choice Reviews Online · doi:10.5860/choice.26-6321 · Cited by 63
Bhalla, A. S. (1992) · Palgrave Macmillan UK eBooks · doi:10.1007/978-1-349-11150-3_8 · Cited by 58
Welch, H. G., Larson, E. B., & Welch, W. P. (1993) · PubMed · Cited by 55
DISTANCE TO GENERAL MEDICAL PRACTICE AND ITS EFFECT ON REVEALED ILL‐HEALTH IN A RURAL ENVIRONMENT
Girt, J. L. (1973) · Canadian Geographies / Géographies canadiennes · doi:10.1111/j.1541-0064.1973.tb00080.x · Cited by 46
Complementary and Alternative Medicine Use Among Rural Residents in Western North Carolina
Arcury, T. A., Preisser, J. S., Gesler, W. M., & Sherman, J. E. (2004) · Complementary health practice review · doi:10.1177/1076167503253433 · Cited by 39
Self-citationGenerational Change, Folk Medicine, and Medical Self-Care in a Rural Appalachian Community
Cavender, A., & Beck, S. A. (1995) · Human Organization · doi:10.17730/humo.54.2.10nv346252n6m3v3 · Cited by 28
Appalachia A Regional Geography
RAITZ, K. B., Ulack, R., & Leinbach, T. R. (2019) · Routledge eBooks · doi:10.4324/9780429048302 · Cited by 27
Asking about access: challenges for surveys in a changing healthcare environment.
Kasper, J. D. (1998) · PubMed · Cited by 24
The Behavioral Model for Vulnerable Populations
Gelberg, L., Andersen, R., & LEAKE, B. D. (2000) · Cited by 20
(2012) · Springer eBooks · doi:10.1007/springerreference_308158 · Cited by 19
THE NEED FOR TRANSPORTATION ALTERNATIVES FOR THE RURAL ELDERLY
Kihl, M. R., Goudy, W. J., & Mahayni, R. (1990) · Cited by 15
Transportation of Rural Elders and Access to Health Care
McLeran, H. E., Damiano, P. C., Momany, E. T., & Foster, N. S. J. (1995) · doi:10.17077/fska-7sh3 · Cited by 11
Patterns of Illness and Hospital Use in Central Harlem Health District
Gesler, W. M., & Cromartie, J. (1985) · Journal of Geography · doi:10.1080/00221348508979134 · Cited by 11
Self-citationAccess to Care Issues for Health Professionals in the Mountain Region of North Carolina
Gesler, W., Arcury, T. A., Preisser, J. S., Trevor, J., Sherman, J. E., & Spencer, J. (2000) · International Quarterly of Community Health Education · doi:10.2190/nq5j-2km3-aaea-xnky · Cited by 9
Self-citationA Geographic Assessment of Health-Care Coverage in Two "Rural" North Carolina Communities
Gesler, W. M., Jordan, J. M., Dragomir, A., Luta, G., & Fryer, J. G. (1999) · Southeastern geographer · doi:10.1353/sgo.1999.0001 · Cited by 9
Self-citationRicketts, T. C. (1999) · doi:10.1093/oso/9780195131284.002.0003 · Cited by 6
Kasper, J. D. (1998) · Health Services Research · Cited by 4
Research works printed but not linked: 12
- Aday L. A., 1997, Handbook of Health Behavior Research: Personal and Social Determinants, 153
- Butler M. A., 1994, Rural–Urban Continuum Codes for Metropolitan and Nonmetropolitan Counties, 1993
- Kaiser Family Foundation, 1999, Race & Ethnic Differences in Access to Medical Care: A Synthesis of the Literature
- Kasper J. D., 1998, Asking about Access, Health Services Research, 33, 715
- Kihl M. R., 1993, Aging in Rural America, 84
- Love D., 1995, The Geographic Accessibility of Hospitals to the Aged, Health Services Research, 29, 629
- Pearsall M., 1960, Healthways in a Mountain County, Mountain Life and Work, 36, 7
- Plaut T., 1988, Appalachian Mental Health, 161
- Ricketts T. C., 1994, Geographic Methods for Health Services Research, 91
- Research Triangle Institute, 2000, Data Collection Report. Geographic Accessibility of Health Care in Rural Areas Project RTI Project 743
- Shah B. V., 2001, SUDAAN User's Manual, Release 8.0.0
- Welch H. G., 1997, Could Distance Be a Proxy for Severity‐of‐Illness?, Health Services Research, 28, 441
Cited by
Sorted by citations
The Uncertain Geographic Context Problem
Kwan, M.-P. (2012) · Annals of the Association of American Geographers · doi:10.1080/00045608.2012.687349 · Cited by 1,413
Measurement, Optimization, and Impact of Health Care Accessibility: A Methodological Review
Wang, F. (2012) · Annals of the Association of American Geographers · doi:10.1080/00045608.2012.657146 · Cited by 698
Dindo, L., Van Liew, J. R., & Arch, J. J. (2017) · Neurotherapeutics · doi:10.1007/s13311-017-0521-3 · Cited by 371
Tanser, F. C., Gijsbertsen, B., & Herbst, K. (2006) · Social Science & Medicine · doi:10.1016/j.socscimed.2006.01.015 · Cited by 350
Measuring spatial accessibility to primary health care services: Utilising dynamic catchment sizes
McGrail, M. R., & Humphreys, J. S. (2014) · Applied Geography · doi:10.1016/j.apgeog.2014.08.005 · Cited by 338
Metadata
- Authors
- Arcury, T. A., Gesler, W. M., Preisser, J. S., Sherman, J., Spencer, J., & Perin, J.
- Affiliations
- Wake Forest University Health Sciences (US)
- University of North Carolina at Chapel Hill (US)
- Corresponding author
- Arcury, Thomas A.
- Venue
- Health Services Research
- Publisher
- Wiley
- Published
- 2005-01-21
- Volume
- 40
- Issue
- 1
- Pages
- 135-156
- ISSN
- 0017-9124 (ISSN-L)
- 1475-6773
- PMC
- PMC1361130
- OpenAlex
- W2127606804
- Cited by
- 594
- References
- 38
- Citations by year
- 2026: 15 · 2025: 26 · 2024: 23 · 2023: 30 · 2022: 23 · 2021: 36 · 2020: 35 · 2019: 31 · 2018: 41 · 2017: 34 · 2016: 39 · 2015: 45 · 2014: 39 · 2013: 29 · 2012: 35
- FWCI
- 15.22
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Health Services Research (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Agency for Healthcare Research and Quality (R01 HS009624, R01 HS09624)
- Topics
- Social Sciences › Health › Public Health and Social Inequalities
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Healthcare Policy and Management
- Social Sciences › Health › Health disparities and outcomes
- Keywords
- spatial behavior, geographical factors, rural health disparities, driving licence, distance to care, chronic care, acute care, household income, physical and mental health, health care access
- MeSH terms
- Adult, Appalachian Region, Cross-Sectional Studies, Female, Geography, Health Services Accessibility, Health Status, Humans, Male, Models, Theoretical, North Carolina, Patient Acceptance of Health Care, Residence Characteristics, Spatial Behavior, Transportation, Health Behavior, Multivariate Analysis, Logistic Models, Rural Health Services
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review