Skip to main content
Top
Published in: BMC Health Services Research 1/2022

Open Access 01-12-2022 | Care | Research

Relationships between enabling services use and access to care among adults with cardiometabolic risk factors: findings from the 2014 National Health Center Patient Survey

Authors: G. Sofia Martinez, Kellee White, Dahai Yue, Luisa Franzini, Craig S. Fryer, Ninet Sinaii, Dylan H. Roby

Published in: BMC Health Services Research | Issue 1/2022

Login to get access

Abstract

Background

Community health centers (CHCs) provide comprehensive primary and preventive care to medically underserved, low-income, and racially/ethnically diverse populations. CHCs also offer enabling services, non-clinical assistance to reduce barriers to healthcare due to unmet social and material needs, to improve access to healthcare and reduce health disparities. For patients with modifiable cardiometabolic risk factors, including obesity, hypertension, and diabetes, enabling services may provide additional support to improve disease management. However, little is known about the relationship between enabling services and healthcare accessibility and utilization among patients with cardiometabolic risk factors.

Methods

This study uses data from the 2014 Health Center Patient Survey to examine the relationship between enabling services use and delayed/foregone care, routine check-ups, and emergency room visits, among adult community health center patients in the United States with cardiometabolic risk factors (N = 2358). Outcomes of enabling services users were compared to nonusers using doubly robust propensity score matching methods and generalized linear regression models.

Results

Overall, enabling service users were 15.4 percentage points less likely to report delayed/foregone care and 29.4 percentage points more likely to report routine check-ups than nonusers. Enabling service users who lived in urban areas, younger and middle-aged adults, and those with two cardiometabolic risk factors were also less likely to report delayed/foregone care and/or more likely to report routine check-ups in comparison with nonusers. However, among adults with three or more cardiometabolic risk factors, enabling services use was associated with a 41.3 percentage point increase in emergency room visits and a 7.6 percentage point decrease in routine check-ups.

Conclusions

The findings highlight the value in utilizing enabling services to improve timeliness and receipt of care among CHC patients with heightened cardiometabolic risk. There is a need for targeting high-risk populations with additional enabling services to support management of multiple chronic conditions.
Appendix
Available only for authorised users
Literature
5.
go back to reference Heron M. Deaths: leading causes for 2017. Natl Vital Stat Rep. 2019;68(6):77. Heron M. Deaths: leading causes for 2017. Natl Vital Stat Rep. 2019;68(6):77.
6.
go back to reference Hu FB, Stampfer MJ, Solomon CG, Liu S, Willett WC, Speizer FE, et al. The impact of diabetes mellitus on mortality from all causes and coronary heart disease in women: 20 years of follow-up. Arch Intern Med. 2001;161(14):1717–23.CrossRef Hu FB, Stampfer MJ, Solomon CG, Liu S, Willett WC, Speizer FE, et al. The impact of diabetes mellitus on mortality from all causes and coronary heart disease in women: 20 years of follow-up. Arch Intern Med. 2001;161(14):1717–23.CrossRef
7.
go back to reference Eckel RH, Krauss RM. American Heart Association call to action: obesity as a major risk factor for coronary heart disease. Circulation. 1998;97(21):2099–100.CrossRef Eckel RH, Krauss RM. American Heart Association call to action: obesity as a major risk factor for coronary heart disease. Circulation. 1998;97(21):2099–100.CrossRef
8.
go back to reference McQueen R, Ghushchyan V, Olufade T, Sheehan J, Nair K, Saseen J. Incremental increases in economic burden parallels cardiometabolic risk factors in the US. DMSO. 2016;9:233–41.CrossRef McQueen R, Ghushchyan V, Olufade T, Sheehan J, Nair K, Saseen J. Incremental increases in economic burden parallels cardiometabolic risk factors in the US. DMSO. 2016;9:233–41.CrossRef
9.
go back to reference Sullivan PW, Ghushchyan V, Ben-Joseph RH. The effect of obesity and Cardiometabolic risk factors on expenditures and productivity in the United States. Obesity. 2008;16(9):2155–62.CrossRef Sullivan PW, Ghushchyan V, Ben-Joseph RH. The effect of obesity and Cardiometabolic risk factors on expenditures and productivity in the United States. Obesity. 2008;16(9):2155–62.CrossRef
10.
go back to reference National Association of Community Health Centers. Community Health Center Chartbook 2019. National Association of Community Health Centers. Community Health Center Chartbook 2019.
11.
go back to reference Bernard DM, Johansson P, Fang Z. Out-of-pocket healthcare expenditure burdens among nonelderly adults with hypertension. Am J Manag Care. 2014;20(5):406–16.PubMed Bernard DM, Johansson P, Fang Z. Out-of-pocket healthcare expenditure burdens among nonelderly adults with hypertension. Am J Manag Care. 2014;20(5):406–16.PubMed
12.
go back to reference Fox KM, Grandy S. Out-of-pocket expenses and healthcare resource utilization among individuals with or at risk of diabetes mellitus. Curr Med Res Opin. 2008;24(12):3323–9.CrossRef Fox KM, Grandy S. Out-of-pocket expenses and healthcare resource utilization among individuals with or at risk of diabetes mellitus. Curr Med Res Opin. 2008;24(12):3323–9.CrossRef
13.
go back to reference Leiter LA, Fitchett DH, Gilbert RE, Gupta M, Mancini GBJ, McFarlane PA, et al. Cardiometabolic risk in Canada: a detailed analysis and position paper by the Cardiometabolic risk working group. Can J Cardiol. 2011;27(2):e1–e33.CrossRef Leiter LA, Fitchett DH, Gilbert RE, Gupta M, Mancini GBJ, McFarlane PA, et al. Cardiometabolic risk in Canada: a detailed analysis and position paper by the Cardiometabolic risk working group. Can J Cardiol. 2011;27(2):e1–e33.CrossRef
14.
go back to reference Weir RC, Song H. Enabling Services at Community Health Centers: a critical component in building sustainable health care homes. San Francisco: Association of Asian Pacific Community Health Organizations; 2010. Weir RC, Song H. Enabling Services at Community Health Centers: a critical component in building sustainable health care homes. San Francisco: Association of Asian Pacific Community Health Organizations; 2010.
15.
go back to reference Weir RC, Song H, Li V, Meng Y-Y, Ponce NA. The impact of enabling services on improving health outcomes at community health centers. Asian Am Policy Rev. 2014;25:38–50. Weir RC, Song H, Li V, Meng Y-Y, Ponce NA. The impact of enabling services on improving health outcomes at community health centers. Asian Am Policy Rev. 2014;25:38–50.
16.
go back to reference Barnard LS, Wexler DJ, DeWalt D, Berkowitz SA. Material need support interventions for diabetes prevention and control: a systematic review. Curr Diab Rep. 2015;15(2):2.CrossRef Barnard LS, Wexler DJ, DeWalt D, Berkowitz SA. Material need support interventions for diabetes prevention and control: a systematic review. Curr Diab Rep. 2015;15(2):2.CrossRef
17.
go back to reference Yue D, Pourat N, Chen X, Lu C, Zhou W, Daniel M, et al. Enabling services improve access to care, preventive services, and satisfaction among health center patients. Health Aff. 2019;38(9):1468–74.CrossRef Yue D, Pourat N, Chen X, Lu C, Zhou W, Daniel M, et al. Enabling services improve access to care, preventive services, and satisfaction among health center patients. Health Aff. 2019;38(9):1468–74.CrossRef
18.
go back to reference Nguyen KH, Trivedi AN, Cole MB. Receipt of social needs assistance and health center patient experience of care. Am J Prev Med. 2021;60(3):e139–e147. Nguyen KH, Trivedi AN, Cole MB. Receipt of social needs assistance and health center patient experience of care. Am J Prev Med. 2021;60(3):e139–e147.
19.
go back to reference Krishna S, Gillespie KN, McBride TM. Diabetes burden and access to preventive Care in the Rural United States. J Rural Health. 2010;26(1):3–11.CrossRef Krishna S, Gillespie KN, McBride TM. Diabetes burden and access to preventive Care in the Rural United States. J Rural Health. 2010;26(1):3–11.CrossRef
20.
go back to reference Mainous AG. Race, rural residence, and control of diabetes and hypertension. Ann Fam Med. 2004;2(6):563–8.CrossRef Mainous AG. Race, rural residence, and control of diabetes and hypertension. Ann Fam Med. 2004;2(6):563–8.CrossRef
21.
go back to reference Singh GM, Danaei G, Pelizzari PM, Lin JK, Cowan MJ, Stevens GA, et al. The age associations of blood pressure, cholesterol, and glucose: analysis of health examination surveys from international populations. Circulation. 2012;125(18):2204–11.CrossRef Singh GM, Danaei G, Pelizzari PM, Lin JK, Cowan MJ, Stevens GA, et al. The age associations of blood pressure, cholesterol, and glucose: analysis of health examination surveys from international populations. Circulation. 2012;125(18):2204–11.CrossRef
22.
go back to reference Isomaa B, Almgren P, Tuomi T, Forsen B, Lahti K, Nissen M, et al. Cardiovascular morbidity and mortality associated with the metabolic syndrome. Diabetes Care. 2001;24(4):683–9.CrossRef Isomaa B, Almgren P, Tuomi T, Forsen B, Lahti K, Nissen M, et al. Cardiovascular morbidity and mortality associated with the metabolic syndrome. Diabetes Care. 2001;24(4):683–9.CrossRef
23.
go back to reference Simon MS, Hastert TA, Barac A, Banack HR, Caan BJ, Chlebowski RT, et al. Cardiometabolic risk factors and survival after cancer in the Women's Health Initiative. Cancer. 2021;127(4):598–608. Simon MS, Hastert TA, Barac A, Banack HR, Caan BJ, Chlebowski RT, et al. Cardiometabolic risk factors and survival after cancer in the Women's Health Initiative. Cancer. 2021;127(4):598–608.
25.
go back to reference Health Resources and Services Administration. 2014 health center patient survey data file User's manual. In: Services USDoHaH. Rockville: HRSA Bureau of Primary Health Care; 2016. Health Resources and Services Administration. 2014 health center patient survey data file User's manual. In: Services USDoHaH. Rockville: HRSA Bureau of Primary Health Care; 2016.
26.
go back to reference Andersen RM. Revisiting the behavioral model and access to medical care: does it matter? J Health Soc Behav. 1995;36(1):1.CrossRef Andersen RM. Revisiting the behavioral model and access to medical care: does it matter? J Health Soc Behav. 1995;36(1):1.CrossRef
27.
go back to reference Hellevik O. Linear versus logistic regression when the dependent variable is a dichotomy. Qual Quant. 2009;43(1):59–74.CrossRef Hellevik O. Linear versus logistic regression when the dependent variable is a dichotomy. Qual Quant. 2009;43(1):59–74.CrossRef
28.
go back to reference Hirano K, Imbens GW. Estimation of causal effects using propensity score weighting: an application to data on right heart catheterization. Health Serv Outcome Res Methodol. 2002;2:259–78.CrossRef Hirano K, Imbens GW. Estimation of causal effects using propensity score weighting: an application to data on right heart catheterization. Health Serv Outcome Res Methodol. 2002;2:259–78.CrossRef
29.
go back to reference Weissman JS. Delayed access to health care: risk factors, reasons, and consequences. Ann Intern Med. 1991;114(4):325–31.CrossRef Weissman JS. Delayed access to health care: risk factors, reasons, and consequences. Ann Intern Med. 1991;114(4):325–31.CrossRef
30.
go back to reference Prentice JC, Pizer SD. Delayed access to health care and mortality. Health Serv Res. 2007;42(2):644–62.CrossRef Prentice JC, Pizer SD. Delayed access to health care and mortality. Health Serv Res. 2007;42(2):644–62.CrossRef
31.
go back to reference Shi L, Lebrun LA, Zhu J, Hayashi AS, Sharma R, Daly CA, et al. Clinical quality performance in U.S. health centers. Health Serv Res. 2012;47(6):2225–49.CrossRef Shi L, Lebrun LA, Zhu J, Hayashi AS, Sharma R, Daly CA, et al. Clinical quality performance in U.S. health centers. Health Serv Res. 2012;47(6):2225–49.CrossRef
32.
go back to reference Laiteerapong N, Kirby J, Gao Y, Yu TC, Sharma R, Nocon R, et al. Health care utilization and receipt of preventive Care for Patients Seen at federally funded health centers compared to other sites of primary care. Health Serv Res. 2014;49(5):1498–518.CrossRef Laiteerapong N, Kirby J, Gao Y, Yu TC, Sharma R, Nocon R, et al. Health care utilization and receipt of preventive Care for Patients Seen at federally funded health centers compared to other sites of primary care. Health Serv Res. 2014;49(5):1498–518.CrossRef
33.
go back to reference Lavelle TA, Rose AJ, Timbie JW, Setodji CM, Wensky SG, Giuriceo KD, et al. Utilization of health care services among Medicare beneficiaries who visit federally qualified health centers. BMC Health Serv Res. 2018;18(1):41.CrossRef Lavelle TA, Rose AJ, Timbie JW, Setodji CM, Wensky SG, Giuriceo KD, et al. Utilization of health care services among Medicare beneficiaries who visit federally qualified health centers. BMC Health Serv Res. 2018;18(1):41.CrossRef
34.
go back to reference Nocon RS, Lee SM, Sharma R, Ngo-Metzger Q, Mukamel DB, Gao Y, et al. Health care use and spending for Medicaid enrollees in federally qualified health centers versus other primary care settings. Am J Public Health. 2016;106(11):1981–9.CrossRef Nocon RS, Lee SM, Sharma R, Ngo-Metzger Q, Mukamel DB, Gao Y, et al. Health care use and spending for Medicaid enrollees in federally qualified health centers versus other primary care settings. Am J Public Health. 2016;106(11):1981–9.CrossRef
35.
go back to reference Richard P, Ku L, Dor A, Tan E, Shin P, Rosenbaum S. Cost savings associated with the use of community health centers. J Ambul Care Manage. 2012;35(1):50–9.CrossRef Richard P, Ku L, Dor A, Tan E, Shin P, Rosenbaum S. Cost savings associated with the use of community health centers. J Ambul Care Manage. 2012;35(1):50–9.CrossRef
37.
go back to reference Weinick RM, Burns RM, Mehrotra A. Many emergency department visits could be managed at urgent care centers and retail clinics. Health Aff. 2010;29(9):1630–6.CrossRef Weinick RM, Burns RM, Mehrotra A. Many emergency department visits could be managed at urgent care centers and retail clinics. Health Aff. 2010;29(9):1630–6.CrossRef
38.
go back to reference UnitedHealth Group. 18 million avoidable hospital emergency department visits add $32 billion in costs to the health care system each year. 2019. UnitedHealth Group. 18 million avoidable hospital emergency department visits add $32 billion in costs to the health care system each year. 2019.
39.
go back to reference Berkowitz SA, Hulberg AC, Standish S, Reznor G, Atlas SJ. Addressing unmet basic resource needs as part of chronic Cardiometabolic disease management. JAMA Intern Med. 2017;177(2):244–52.CrossRef Berkowitz SA, Hulberg AC, Standish S, Reznor G, Atlas SJ. Addressing unmet basic resource needs as part of chronic Cardiometabolic disease management. JAMA Intern Med. 2017;177(2):244–52.CrossRef
40.
go back to reference Berkowitz SA, Basu S, Venkataramani A, Reznor G, Fleegler EW, Atlas SJ. Association between access to social service resources and cardiometabolic risk factors: a machine learning and multilevel modeling analysis. BMJ Open. 2019;9(3):1–8.CrossRef Berkowitz SA, Basu S, Venkataramani A, Reznor G, Fleegler EW, Atlas SJ. Association between access to social service resources and cardiometabolic risk factors: a machine learning and multilevel modeling analysis. BMJ Open. 2019;9(3):1–8.CrossRef
41.
go back to reference Park HL. Enabling Services at Health Centers: eliminating disparities and improving quality. New York: New York Academy of Medicine; 2006. Park HL. Enabling Services at Health Centers: eliminating disparities and improving quality. New York: New York Academy of Medicine; 2006.
42.
go back to reference Weir RC, Emerson HP, Tseng W, Chin MH, Caballero J, Song H, et al. Use of enabling services by Asian American, native Hawaiian, and other Pacific islander patients at 4 community health centers. Am J Public Health. 2010;100(11):2199–205.CrossRef Weir RC, Emerson HP, Tseng W, Chin MH, Caballero J, Song H, et al. Use of enabling services by Asian American, native Hawaiian, and other Pacific islander patients at 4 community health centers. Am J Public Health. 2010;100(11):2199–205.CrossRef
43.
go back to reference Kaiser Family Foundation. Community health centers prepare for funding uncertainty. San Francisco: Kaiser Family Foundation/Geiger Gibson RCHN Community Health Foundation Research Collaborative; 2019. Kaiser Family Foundation. Community health centers prepare for funding uncertainty. San Francisco: Kaiser Family Foundation/Geiger Gibson RCHN Community Health Foundation Research Collaborative; 2019.
Metadata
Title
Relationships between enabling services use and access to care among adults with cardiometabolic risk factors: findings from the 2014 National Health Center Patient Survey
Authors
G. Sofia Martinez
Kellee White
Dahai Yue
Luisa Franzini
Craig S. Fryer
Ninet Sinaii
Dylan H. Roby
Publication date
01-12-2022
Publisher
BioMed Central
Keyword
Care
Published in
BMC Health Services Research / Issue 1/2022
Electronic ISSN: 1472-6963
DOI
https://doi.org/10.1186/s12913-022-07739-3

Other articles of this Issue 1/2022

BMC Health Services Research 1/2022 Go to the issue