| Literature DB >> 29401740 |
Nak-Jin Sung1, Yong-Jun Choi2, Jae-Ho Lee3.
Abstract
Hypertension has been the leading risk factor contributing to cardiovascular morbidity and mortality, which needs comprehensive measures to manage and can be controlled effectively in primary care. In the health care context of South Korea, where specialists can see patients directly at their own community clinics and there has been no consensus on the definition of primary care, the authors used the nationally representative 2013 Korea Health Panel data, categorized adults (≥18 years) with hypertension by types of usual source of care (USC), and analyzed the association of having a comprehensive community clinic (i.e., primary care) physician as a USC with experience of emergency department (ED) visits and hospitalization within a year. After adjusting for cofounding variables including Charlson comorbidity index scores, those having a primary care physician as a USC remained associated with a decrease in an experience of ED visits (OR: 0.61, 95% CI: 0.40-0.93) and hospitalization (OR: 0.69, 95% CI: 0.49-0.96), compared to those not having a usual physician. Health policies that promote having a primary care physician as a USC could decrease unnecessary experience of ED visits and hospitalization by adults with hypertension. This can partly reduce ED overcrowding and avoidable hospitalization in Korea.Entities:
Keywords: Korea; chronic disease; hypertension; primary health care; usual source of care
Mesh:
Year: 2018 PMID: 29401740 PMCID: PMC5858341 DOI: 10.3390/ijerph15020272
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Figure 1Sample selection process in this study.
Diagnostic codes for calculating Charlson comorbidity index score in adults (≥ 18 years) with hypertension—based on the 2013 Korea Health Panel survey.
| Disease | Diagnostic Codes Compatible to the ICD-10 Coding in the KHP Data | CCI Score |
|---|---|---|
| Diabetes mellitus | E10–E14 | 1 |
| Myocardial infarct | I21, I22, I25 | 1 |
| Congestive heart failure | I50 | 1 |
| Peripheral vascular disease | I70–I79 | 1 |
| Cerebrovascular disease | I60–I69 | 1 |
| Dementia | F03, G30 | 1 |
| Chronic pulmonary disease | J41, J42, J43, J44, J45, J47, J64 | 1 |
| Rheumatic or connective tissue disease | M30–M36, M06 | 1 |
| Gastric or peptic ulcer | K25, K26 | 1 |
| Mild liver disease | B18, B19, K70–K77 | 1 |
| Hemiplegia or paraplegia | G80, G81, G82 | 2 |
| Moderate or severe renal disease | N17–N19 | 2 |
| Any malignancy, including lymphoma and leukemia, except basal cell cancer of skin | C00–C41, C43, C45–C72, C74, C75, C81–C96 | 2 |
| Metastatic solid tumor | C76–C80 | 6 |
| Acquired immune deficiency syndrome | B20-B24 | 6 |
ICD: International Classification of Diseases; KHP: Korea Health Panel; CCI: Charlson Comorbidity Index. Two categories are not included in the above CCI score calculation because diagnostic codes for end organ damages of diabetes and for moderate or severe liver diseases are not provided in the KHP data. Thyroid cancer (C73) is excluded from the malignancy category [28].
Sociodemographic characteristics by types of physicians as a usual source of care in adults (≥18 years) with hypertension—based on 2013 Korea Health Panel survey.
| Variables | Total | Not Having a Usual Physician | Comprehensive CCPs | Non-Comprehensive CCPs | Hospital Specialists | ||
|---|---|---|---|---|---|---|---|
| Age | 18–49 | 224 (12.1) | 144 (12.7) | 45 (11.4) | 15 (12.9) | 20 (9.6) | 0.370 |
| 50–64 | 756 (37.1) | 457 (36.0) | 155 (36.8) | 52 (44.8) | 92 (39.1) | ||
| 65– | 1647 (50.8) | 1024 (51.3) | 352 (51.9) | 83 (42.3) | 188 (51.3) | ||
| Sex | Male | 1166 (46.8) | 728 (47.2) | 226 (43.5) | 64 (45.0) | 148 (52.0) | 0.201 |
| Female | 1461 (53.2) | 897 (52.8) | 326 (56.5) | 86 (55.0) | 152 (48.0) | ||
| Education (year) | –6 | 1196 (38.9) | 759 (40.3) | 249 (38.1) | 63 (34.9) | 125 (35.0) | 0.132 |
| 7–12 | 1097 (45.0) | 670 (43.9) | 240 (48.4) | 59 (42.5) | 128 (46.4) | ||
| 13– | 334 (16.1) | 196 (15.8) | 63 (13.5) | 28 (22.6) | 47 (18.6) | ||
| Household income (quintile) (missing, 1) | 1st (the lowest) | 765 (24.2) | 460 (23.4) | 199 (29.9) | 32 (18.9) | 74 (21.3) | 0.225 |
| 2nd | 599 (20.9) | 378 (21.1) | 116 (19.6) | 38 (22.3) | 67 (21.7) | ||
| 3rd | 507 (19.7) | 329 (20.4) | 91 (18.1) | 32 (21.6) | 55 (17.6) | ||
| 4th | 410 (17.7) | 242 (17.0) | 86 (18.2) | 25 (17.5) | 57 (20.7) | ||
| 5th (the highest) | 345 (17.5) | 216 (18.1) | 60 (14.2) | 22 (19.7) | 47 (18.7) | ||
| Marital status | Married | 1891 (74.0) | 1175 (74.0) | 389 (72.8) | 109 (77.4) | 218 (74.7) | 0.767 |
| Others 1 | 736 (26.0) | 450 (26.0) | 163 (27.2) | 41 (22.6) | 82 (25.3) | ||
| Health coverage (missing, 1) | Employed | 1696 (64.7) | 1055 (65.8) | 362 (65.9) | 94 (58.0) | 185 (60.1) | 0.029 |
| Self-employed | 690 (26.6) | 433 (26.1) | 137 (25.0) | 46 (36.2) | 74 (26.7) | ||
| Medical Aid or others 2 | 240 (8.7) | 136 (8.1) | 53 (9.1) | 10 (5.8) | 41 (13.2) | ||
| Self-rated health (missing, 99) | Good | 687 (28.0) | 443 (29.5) | 150 (29.2) | 31 (22.4) | 63 (21.8) | 0.018 |
| Moderate | 1119 (45.7) | 671 (45.2) | 252 (46.5) | 77 (52.7) | 119 (43.0) | ||
| Poor | 722 (26.3) | 438 (25.4) | 135 (24.3) | 39 (24.9) | 110 (35.2) | ||
| CCI score | 0 | 1445 (57.5) | 937 (59.7) | 320 (61.5) | 91 (63.2) | 97 (35.7) | <0.001 |
| 1 | 763 (28.1) | 449 (27.0) | 168 (28.3) | 43 (25.7) | 103 (34.5) | ||
| 2 or higher | 419 (14.4) | 239 (13.3) | 64 (10.2) | 16 (11.1) | 100 (29.8) | ||
| ED visit, yearly | Yes | 289 (10.6) | 188 (11.1) | 43 (7.1) | 14 (11.5) | 44 (13.9) | 0.033 |
| No | 2338 (89.4) | 1437 (88.9) | 509 (92.9) | 136 (88.5) | 256 (86.1) | ||
| Admission, yearly | Yes | 501 (17.2) | 307 (16.9) | 82 (12.5) | 27 (18.7) | 85 (26.7) | <0.001 |
| No | 2126 (82.8) | 1318 (83.1) | 470 (87.5) | 123 (81.3) | 215 (73.3) | ||
| Total | 2627 (100) | 1625 (100) | 552 (100) | 150 (100) | 300 (100) | ||
Chi-square test. CCPs: Community Clinic Physicians; CCI: Charlson Comorbidity Index; ED: Emergency Department. 1 Separated, divorced, widowed, and unmarried; 2 Out-of-pocket cost reduction for the second tier, health insurance coverage expansion for cancer patients, health insurance benefits for patriots. Cross-sectional weights were applied for percentages and p values.
Association between having a comprehensive community clinic physician (CCP) as a usual source of care and the experience of emergency department (ED) visits within a year in adults (≥18 years) with hypertension—based on the 2013 Korea Health Panel survey.
| Variables | Model 1 | Model 2 | |||||
|---|---|---|---|---|---|---|---|
| OR | 95% CI | OR | 95% CI | ||||
| Age | 18–49 | 1 | 1 | ||||
| 50–64 | 0.64 | 0.39–1.04 | 0.073 | 0.62 | 0.37–1.02 | 0.057 | |
| 65– | 0.81 | 0.49–1.34 | 0.413 | 0.73 | 0.44–1.23 | 0.242 | |
| Sex | Male | 1 | 1 | ||||
| Female | 0.95 | 0.68–1.32 | 0.749 | 0.92 | 0.66–1.29 | 0.623 | |
| Education (year) | –6 | 1 | 1 | ||||
| 7–12 | 0.92 | 0.64–1.32 | 0.642 | 0.99 | 0.68–1.43 | 0.942 | |
| 13– | 0.92 | 0.54–1.59 | 0.771 | 1.07 | 0.62–1.85 | 0.810 | |
| Household income (quintile) (missing, 1) | 1st (the lowest) | 1 | 1 | ||||
| 2nd | 1.13 | 0.74–1.72 | 0.580 | 1.12 | 0.73–1.72 | 0.600 | |
| 3rd | 0.85 | 0.53–1.39 | 0.523 | 0.92 | 0.56–1.50 | 0.723 | |
| 4th | 1.27 | 0.79–2.06 | 0.326 | 1.36 | 0.83–2.21 | 0.222 | |
| 5th (the highest) | 0.73 | 0.41–1.28 | 0.269 | 0.75 | 0.42–1.33 | 0.328 | |
| Marital status | Married | 1 | 1 | ||||
| Others | 1.32 | 0.93–1.87 | 0.118 | 1.31 | 0.92–1.86 | 0.132 | |
| Health coverage (missing, 1) | Employed | 1 | 1 | ||||
| Self-employed | 0.98 | 0.69–1.37 | 0.890 | 0.97 | 0.69–1.37 | 0.856 | |
| Medical Aid or others 1 | 1.70 | 1.02–2.85 | 0.044 | 1.36 | 0.80–2.31 | 0.261 | |
| Self-rated health (missing, 99) | Poor | 1 | |||||
| Moderate | 0.52 | 0.37–0.73 | < 0.001 | ||||
| Good | 0.40 | 0.27–0.61 | < 0.001 | ||||
| Charlson Comorbidity Index score | 0 | 1 | |||||
| 1 | 0.85 | 0.59–1.21 | 0.362 | ||||
| 2 or higher | 1.48 | 1.00–2.20 | 0.052 | ||||
| Types of physicians as a USC | Not having a usual physician | 1 | 1 | ||||
| CCPs, comprehensive | 0.59 | 0.39–0.89 | 0.013 | 0.61 | 0.40–0.93 | 0.023 | |
| CCPs, non-comprehensive | 1.09 | 0.61–1.95 | 0.780 | 1.08 | 0.60–1.95 | 0.803 | |
| Hospital specialists | 1.26 | 0.83–1.91 | 0.275 | 1.11 | 0.73–1.71 | 0.623 | |
| Hosmer and Lemeshow goodness-of-fit test | |||||||
| Concordance index | |||||||
Multiple logistic regression analysis. ED: Emergency Department; CCPs: Community Clinic Physicians; OR: Odds Ratio; CI: Confidence Interval; USC: Usual Source of Care. 1 Out-of-pocket cost reduction for the second tier, health insurance coverage expansion for cancer patients, health insurance benefits for patriots. Cross-sectional weights were applied.
Association between having a comprehensive CCP as a usual source of care and the experience of hospitalization within a year in adults (≥18 years) with hypertension—based on the 2013 Korea Health Panel survey.
| Variables | Model 1 | Model 2 | |||||
|---|---|---|---|---|---|---|---|
| OR | 95% CI | OR | 95% CI | ||||
| Age | 18–49 | 1 | 1 | ||||
| 50–64 | 1.73 | 1.01–2.99 | 0.048 | 1.64 | 0.95–2.83 | 0.078 | |
| 65– | 2.54 | 1.47–4.40 | 0.001 | 2.23 | 1.28–3.89 | 0.005 | |
| Sex | Male | 1 | 1 | ||||
| Female | 0.86 | 0.66–1.13 | 0.277 | 0.84 | 0.64–1.11 | 0.227 | |
| Education (year) | –6 | 1 | 1 | ||||
| 7–12 | 0.88 | 0.66–1.18 | 0.383 | 0.93 | 0.70–1.26 | 0.650 | |
| 13– | 0.55 | 0.34–0.89 | 0.015 | 0.60 | 0.37–0.98 | 0.041 | |
| Household income (quintile) (missing, 1) | 1st (the lowest) | 1 | 1 | ||||
| 2nd | 0.79 | 0.56–1.12 | 0.187 | 0.78 | 0.55–1.10 | 0.153 | |
| 3rd | 0.76 | 0.52–1.11 | 0.157 | 0.79 | 0.54–1.16 | 0.232 | |
| 4th | 0.82 | 0.55–1.23 | 0.335 | 0.85 | 0.57–1.28 | 0.441 | |
| 5th (the highest) | 0.71 | 0.46–1.11 | 0.138 | 0.75 | 0.48–1.17 | 0.203 | |
| Marital status | Married | 1 | 1 | ||||
| Others | 0.98 | 0.73–1.32 | 0.888 | 0.98 | 0.73–1.33 | 0.914 | |
| Health coverage (missing, 1) | Employed | 1 | 1 | ||||
| Self-employed | 0.84 | 0.63–1.11 | 0.221 | 0.81 | 0.60–1.08 | 0.143 | |
| Medical Aid or others 1 | 1.41 | 0.91–2.18 | 0.130 | 1.11 | 0.71–1.75 | 0.640 | |
| Self-rated health (missing, 99) | Poor | 1 | |||||
| Moderate | 0.64 | 0.48–0.84 | 0.001 | ||||
| Good | 0.49 | 0.35–0.68 | < 0.001 | ||||
| Charlson Comorbidity Index score | 0 | 1 | |||||
| 1 | 1.41 | 1.07–1.87 | 0.015 | ||||
| 2 or higher | 1.81 | 1.30–2.53 | < 0.001 | ||||
| Types of physicians as a USC | Not having a usual physician | 1 | 1 | ||||
| CCPs, comprehensive | 0.66 | 0.48–0.92 | 0.015 | 0.69 | 0.49–0.96 | 0.027 | |
| CCPs, non-comprehensive | 1.26 | 0.78–2.05 | 0.342 | 1.28 | 0.79–2.09 | 0.316 | |
| Hospital specialists | 1.80 | 1.29–2.51 | 0.001 | 1.52 | 1.07–2.14 | 0.018 | |
| Hosmer and Lemeshow goodness-of-fit test | |||||||
| Concordance index | |||||||
Multiple logistic regression analysis. OR: Odds Ratio; CI: Confidence Interval; USC: Usual Source of Care; CCPs: Community Clinic Physicians. 1 Out-of-pocket cost reduction for the second tier, health insurance coverage expansion for cancer patients, health insurance benefits for patriots. Cross-sectional weights were applied.