| Literature DB >> 24065370 |
Marzena Tambor1, Milena Pavlova2, Bernd Rechel3, Stanisława Golinowska4, Christoph Sowada4, Wim Groot5.
Abstract
BACKGROUND: Out-of-pocket payments for health services constitute a major financial burden for patients in Central and Eastern European (CEE) countries. Individuals who are unable to pay use different coping strategies (e.g. borrowing money or foregoing service utilization), which can have negative consequences on their health and social welfare. This article explores patients' inability to pay for outpatient and hospital services in six CEE countries: Bulgaria, Hungary, Lithuania, Poland, Romania and Ukraine.Entities:
Mesh:
Year: 2013 PMID: 24065370 PMCID: PMC4032479 DOI: 10.1093/eurpub/ckt118
Source DB: PubMed Journal: Eur J Public Health ISSN: 1101-1262 Impact factor: 3.367
Out-of-pocket (OOP) payments for outpatient and inpatient services—descriptive statistics
| Indicators | Bulgaria | Hungary | Lithuania | Poland | Romania | Ukraine | Total | |
|---|---|---|---|---|---|---|---|---|
| Number of respondents | 1003 | 1037 | 1012 | 1000 | 1000 | 1000 | 6052 | |
| Number and percentage of respondents who use services | P | 736 (73.4) | 826 (79.7) | 739 (73.0) | 735 (73.5) | 651 (65.1) | 572 (57.2) | 4259 (70.4) |
| H | 171 (17.0) | 219 (21.1) | 165 (16.3) | 159 (15.9) | 192 (19.2) | 184 (18.4) | 1090 (18.0) | |
| Number and percentage of users who pay for services | ||||||||
| Formal and/or informal payments | P | 540 (72.4) | 223 (26.9) | 316 (42.7) | 171 (23.2) | 341 (52.2) | 322 (56.1) | 1913 (44.5) |
| H | 105 (61.0) | 101 (45.9) | 99 (59.6) | 34 (21.4) | 112 (58.0) | 130 (70.7) | 581 (53.1) | |
| Formal payments | P | 512 (67.0) | 105 (12.7) | 233 (31.5) | 142 (19.3) | 275 (42.1) | 240 (41.8) | 1507 (35.1) |
| H | 97 (56.4) | 23 (10.5) | 50 (30.1) | 13 (8.2) | 81 (42.0) | 99 (53.8) | 363 (33.2) | |
| Informal payments | P | 71 (9.5) | 174 (21.0) | 146 (19.7) | 49 (6.7) | 187 (28.6) | 208 (36.2) | 835 (19.4) |
| H | 34 (19.8) | 97 (44.1) | 82 (49.4) | 26 (16.4) | 95 (49.2) | 89 (48.4) | 423 (38.7) | |
| Amount paid per year (€): median value in payers’ sample | ||||||||
| Formal and/or informal payments | P | 6.0 | 35.1 | 28.6 | 48.8 | 46.5 | 20.6 | 24.4 |
| H | 25.0 | 87.7 | 85.7 | 48.8 | 93.0 | 103.1 | 73.2 | |
| Formal payments | P | 5.5 | 35.1 | 28.6 | 48.4 | 34.9 | 20.6 | 17.5 |
| H | 24.0 | 35.1 | 57.1 | 48.8 | 58.1 | 103.1 | 48.8 | |
| Informal payments | P | 15.0 | 35.1 | 28.6 | 24.3 | 23.3 | 10.3 | 23.3 |
| H | 10.0 | 105.3 | 85.7 | 48.8 | 46.5 | 41.2 | 57.1 | |
| Total amount paid as % of equivalized annual income | P | 0.3% | 0.9% | 0.9% | 1.1% | 1.8% | 1.7% | 0.9% |
| H | 1.4% | 2.3% | 2.2% | 1.0% | 4.7% | 7.8% | 3.1% | |
| Percentage of payers with a total amount paid ≥10% of equivalized annual income | P | 3.0% | 2.3% | 6.2% | 3.2% | 13.2% | 11.4% | 6.7% |
| H | 13.4% | 8.2% | 16.2% | 3.1% | 23.9% | 43.5% | 21.1% | |
P: outpatient physician services; H: inpatient hospital services.
a: Missing values of payments (number and percentage of users): Bulgaria: P = 51 (6.7%), H = 14 (8.1%); Hungary: P = 13 (1.6%), H = 4 (1.8%); Lithuania: P = 10 (1.4%), H = 1 (0.6%); Poland: P = 13 (1.8%), H = 3 (1.9%); Romania: P = 42 (6.4%), H = 19 (9.8%); Ukraine: P = 6 (1.0%), H = 6 (3.3%).
b: Household income was equalized using the OECD-modified scale, which assigns the weight 1 to the first adult, 0.5 to each additional adult and 0.3 to each child aged <14 years (in our study, a person aged <18).
Indicators of inability to pay—descriptive statistics
| Indicators | Bulgaria | Hungary | Lithuania | Poland | Romania | Ukraine | Total | |
|---|---|---|---|---|---|---|---|---|
| Borrowing money/selling assets | ||||||||
| Number and percentage of payers who borrow/sell | P | 33 (5.6) | 13 (5.5) | 35 (10.7) | 24 (13.0) | 83 (21.7) | 60 (18.3) | 248 (12.1) |
| H | 22 (18.5) | 12 (11.4) | 23 (23.0) | 9 (24.3) | 45 (34.4) | 58 (42.6) | 169 (26.9) | |
| Amount borrowed per year (€): median value in borrowers’ sample | P | 50.0 | 17.5 | 57.1 | 109.8 | 69.8 | 51.5 | 57.1 |
| H | 140.0 | 87.7 | 142.9 | 122.0 | 93.0 | 128.9 | 116.3 | |
| Amount borrowed as % of amount paid: median in borrowers’ sample | P | 93.2% | 50.0% | 100.0% | 63.3% | 62.5% | 50.0% | 66.7% |
| H | 100.0% | 63.3% | 66.7% | 71.4% | 75.0% | 66.7% | 70.7% | |
| Amount borrowed as % of equivalized income | P | 2.8% | 0.6% | 2.6% | 2.5% | 3.3% | 3.8% | 3.1% |
| H | 8.5% | 2.7% | 4.3% | 3.7% | 4.7% | 10.3% | 6.3% | |
| Foregoing services | ||||||||
| Number and percentage of users (actual and potential) | P | 307 (40.4) | 257 (29.7) | 214 (28.0) | 215 (28.5) | 284 (42.0) | 465 (64.6) | 1742 (38.4) |
| H | 60 (29.1) | 27 (11.6) | 32 (17.8) | 23 (13.2) | 94 (39.5) | 165 (60.4) | 401 (30.8) | |
| Number of foregone services per year: mean and standard deviation in sample of those who forewent | P | 2.7 (2.2) | 2.5 (2.0) | 2.3 (2.1) | 2.5 (2.0) | 3.3 (4.8) | 2.7 (2.2) | 2.7 (2.8) |
| H | 1.6 (1.3) | 1.3 (0.8) | 1.4 (0.9) | 1.3 (0.7) | 1.8 (1.3) | 2.0 (1.6) | 1.7 (1.4) | |
P: outpatient physician services; H: inpatient hospital services.
a: Household income was equalized using the OECD-modified scale, which assigns the weight 1 to the first adult, 0.5 to each additional adult and 0.3 to each child aged <14 (in our study, a person aged <18).
b: The sample users (actual and potential) included (1) respondents who used health care services in the past 12 months and did not forego any services, and (2) respondents who did not use services but forewent services due to inability to pay.
c: In all countries, the median number of foregone services equals 2 for outpatient physician services and 1 for hospitalization.
Borrowing money/selling assets to pay for health services—sequential logit model
| Variables | Outpatient physician services | Inpatient hospital services | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Using services | Paying for services | Borrowing/selling | Using services | Paying for services | Borrowing/selling | |||||||
| Coeff. | OR | Coeff. | OR | Coeff. | OR | Coeff. | OR | Coeff. | OR | Coeff. | OR | |
| Age (10 years) | −0.043* (0.022) | 0.958 | −0.120*** (0.023) | 0.887 | −0.274*** (0.053) | 0.760 | −0.061*** (0.024) | 0.941 | −0.097** (0.044) | 0.908 | −0.119* (0.070) | 0.888 |
| Gender (male → female) | 0.497*** (0.064) | 1.643 | 0.212*** (0.070) | 1.237 | 0.032 (0.159) | 1.032 | −0.064 (0.073) | 0.938 | 0.168 (0.133) | 1.183 | −0.017 (0.208) | 0.984 |
| Residence place (rural → urban) | −0.036 (0.071) | 0.964 | −0.164** (0.075) | 0.848 | 0.028 (0.155) | 1.029 | −0.047 (0.078) | 0.954 | −0.233* (0.144) | 0.792 | −0.078 (0.215) | 0.925 |
| University education | 0.244*** (0.088) | 1.276 | 0.130 (0.094) | 1.139 | −0.098 (0.214) | 0.906 | 0.019 (0.103) | 1.019 | 0.113 (0.195) | 1.119 | 0.457* (0.280) | 1.580 |
| Perceived health: poor | 1.272*** (0.152) | 3.568 | 0.320*** (0.121) | 1.377 | 1.652*** (0.255) | 5.216 | 1.249*** (0.120) | 3.486 | 0.057 (0.212) | 1.058 | 1.323*** (0.343) | 3.754 |
| Perceived health: fair | 0.692*** (0.086) | 1.997 | 0.211** (0.090) | 1.235 | 0.693*** (0.216) | 2.000 | 0.394*** (0.098) | 1.482 | −0.013 (0.183) | 0.988 | 0.688** (0.315) | 1.990 |
| Chronic condition(no → yes) | 1.371*** (0.087) | 3.940 | 0.376*** (0.087) | 1.457 | 0.447** (0.204) | 1.563 | 1.050*** (0.094) | 2.858 | 0.554*** (0.179) | 1.740 | 0.319 (0.306) | 1.376 |
| Public health insurance(no →yes) | 0.582*** (0.105) | 1.789 | −0.032 (0.120) | 0.969 | 0.058 (0.232) | 1.060 | 0.473*** (0.128) | 1.605 | 0.199 (0.232) | 1.221 | −0.021 (0.346) | 0.979 |
| Monthly income per adult equivalent | 0.338*** (0.058) | 1.402 | 0.271*** (0.068) | 1.311 | −0.708*** (0.141) | 0.493 | 0.021 (0.069) | 1.021 | 0.388*** (0.132) | 1.475 | −0.659*** (0.211) | 0.517 |
| Income proxy(no →yes) | −0.089 (0.132) | 0.915 | 0.166 (0.156) | 1.180 | 0.422 (0.293) | 1.525 | −0.197 (0.173) | 0.821 | −0.670** (0.337) | 0.512 | 0.116 (0.625) | 1.123 |
| Bulgaria | 0.371*** (0.117) | 1.449 | 1.685*** (0.124) | 5.392 | −0.895*** (0.277) | 0.409 | 0.067 (0.131) | 1.069 | 0.392* (0.243) | 1.480 | −0.565* (0.375) | 0.569 |
| Hungary | 0.457*** (0.115) | 1.580 | −0.715*** (0.111) | 0.489 | −0.659* (0.353) | 0.518 | 0.352*** (0.122) | 1.422 | −0.568*** (0.218) | 0.567 | −0.520 (0.411) | 0.595 |
| Poland | 0.182* (0.116) | 1.200 | −0.907*** (0.120) | 0.404 | 0.402 (0.304) | 1.494 | −0.010 (0.134) | 0.990 | −1.626*** (0.261) | 0.197 | 0.253 (0.483) | 1.288 |
| Romania | −0.222** (0.111) | 0.801 | 0.635*** (0.116) | 1.888 | 0.720*** (0.238) | 2.054 | 0.264** (0.127) | 1.302 | 0.243 (0.232) | 1.275 | 0.560* (0.340) | 1.750 |
| Ukraine | −0.417*** (0.141) | 0.659 | 0.664*** (0.159) | 1.942 | −0.256 (0.325) | 0.774 | 0.336** (0.168) | 1.399 | 0.938*** (0.315) | 2.554 | 0.266 (0.445) | 1.304 |
| Constant | −2.304*** (0.339) | −1.575*** (0.404) | 2.070*** (0.825) | −2.764*** (0.410) | −1.813** (0.777) | 2.038* (1.233) | ||||||
| Observations | 5809 | 5929 | ||||||||||
| Pseudo | 0.157 | 0.116 | ||||||||||
| LR χ2 | 2007.4 | 773.1 | ||||||||||
| Probability > χ2 | 0.000 | 0.000 | ||||||||||
OR: odds ratio.
Standard errors in parentheses; ***P ≤ 0.01, **P ≤ 0.05, *P ≤ 0.1.
a: The International Standard Classification of Education (ISCED) was applied, University education = ISCED 5–6.
b: The natural log transformation was used.
Foregoing health services due to inability to pay—multinomial logistic regression
| Variables | Foregoing outpatient physician services | Foregoing inpatient hospital services | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Users forewent | Non-users forewent | Non-users did not forego | Users forewent | Non-users forewent | Non-users did not forego | |||||||
| Coeff. | RRR | Coeff. | RRR | Coeff. | RRR | Coeff. | RRR | Coeff. | RRR | Coeff. | RRR | |
| Age (10 years) | −0.054** (0.024) | 0.948 | 0.050 (0.037) | 1.052 | 0.011 (0.026) | 1.011 | −0.003 (0.062) | 0.997 | 0.052 (0.051) | 1.053 | 0.061** (0.026) | 1.063 |
| Gender (male → female) | 0.167** (0.073) | 1.182 | −0.371*** (0.109) | 0.690 | −0.455*** (0.075) | 0.635 | 0.084 (0.191) | 1.088 | 0.254* (0.157) | 1.289 | 0.071 (0.079) | 1.074 |
| Residence place (rural → urban) | −0.110 (0.077) | 0.896 | −0.077 (0.117) | 0.926 | 0.054 (0.083) | 1.056 | −0.231 (0.190) | 0.794 | 0.124 (0.162) | 1.132 | 0.0003 (0.085) | 1.000 |
| University education | −0.221** (0.102) | 0.802 | −0.137 (0.149) | 0.872 | −0.379*** (0.102) | 0.684 | −0.400 (0.300) | 0.670 | −0.156 (0.220) | 0.856 | −0.045 (0.110) | 0.956 |
| Perceived health: poor | 0.553*** (0.122) | 1.739 | −0.345* (0.223) | 0.709 | −1.586*** (0.220) | 0.205 | 1.120*** (0.334) | 3.066 | 0.051 (0.258) | 1.052 | −1.190*** (0.130) | 0.304 |
| Perceived health: fair | 0.246*** (0.094) | 1.279 | −0.118 (0.138) | 0.889 | −0.763*** (0.103) | 0.466 | 0.234 (0.315) | 1.263 | 0.143 (0.216) | 1.154 | −0.420*** (0.103) | 0.657 |
| Chronic condition (no → yes) | 0.051 (0.090) | 1.052 | −1.157*** (0.144) | 0.315 | −1.452*** (0.107) | 0.234 | 0.212 (0.284) | 1.236 | −0.089 (0.201) | 0.915 | −1.062*** (0.100) | 0.346 |
| Public health insurance (no →yes) | −0.054 (0.121) | 0.948 | −1.003*** (0.163) | 0.367 | −0.391*** (0.127) | 0.676 | 0.353 (0.310) | 1.424 | −0.611*** (0.239) | 0.543 | −0.430*** (0.140) | 0.651 |
| Monthly income per adult equivalent | −0.333*** (0.069) | 0.717 | −0.697*** (0.096) | 0.498 | −0.351*** (0.069) | 0.704 | −0.417** (0.176) | 0.659 | −0.494*** (0.141) | 0.610 | −0.032 (0.075) | 0.968 |
| Income proxy (no →yes) | 0.449*** (0.156) | 1.567 | 0.294 (0.232) | 1.342 | 0.253* (0.155) | 1.288 | 0.425 (0.440) | 1.530 | 0.497* (0.334) | 1.644 | 0.172 (0.188) | 1.187 |
| Bulgaria | 0.458*** (0.125) | 1.581 | −0.056 (0.216) | 0.946 | −0.276* (0.134) | 0.759 | 0.305 (0.392) | 1.357 | 0.364 (0.312) | 1.439 | −0.049 (0.138) | 0.952 |
| Hungary | 0.221* (0.123) | 1.248 | −0.098 (0.222) | 0.907 | −0.484*** (0.129) | 0.616 | −0.165 (0.416) | 0.848 | −0.702* (0.384) | 0.496 | −0.341*** (0.126) | 0.711 |
| Poland | −0.019 (0.135) | 0.981 | 0.072 (0.229) | 1.075 | −0.218* (0.129) | 0.804 | −0.881* (0.553) | 0.414 | 0.102 (0.358) | 1.107 | −0.025 (0.138) | 0.976 |
| Romania | 0.401*** (0.128) | 1.493 | 0.328* (0.205) | 1.389 | 0.360*** (0.126) | 1.434 | 0.925*** (0.361) | 2.522 | 0.750*** (0.295) | 2.117 | −0.193 (0.137) | 0.825 |
| Ukraine | 0.923*** (0.164) | 2.517 | 0.957*** (0.227) | 2.605 | 0.609*** (0.173) | 1.839 | 1.745*** (0.439) | 5.724 | 1.110*** (0.345) | 3.034 | −0.144 (0.188) | 0.866 |
| Constant | 0.725* (0.402) | 2.855*** (0.542) | 2.382*** (0.399) | −1.033 (1.051) | 0.712 (0.819) | 2.849*** (0.445) | ||||||
| Observations | 5667 | 5762 | ||||||||||
| Pseudo | 0.115 | 0.125 | ||||||||||
| LR χ2 | 1576.9 | 1025.2 | ||||||||||
| Probability > χ2 | 0.000 | 0.000 | ||||||||||
RRR: relative risk ratio.
Standard errors in parentheses; ***P ≤ 0.01, **P ≤ 0.05, *P ≤ 0.1.
a: Multinominal logistic regression, reference group— users who did not forgo any services.
b: The International Standard Classification of Education (ISCED) was applied, University education = ISCED 5-6.
c: The natural log transformation was used.