1Research Center for Environmental Determinants of Health, Health Institute, Kermanshah University of Medical Sciences, Kermanshah, Iran
2School of Health Administration, Faculty of Health, Dalhousie University, Halifax, NS, Canada
Copyright © 2019 The Korean Society for Preventive Medicine
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
CONFLICT OF INTEREST
The authors have no conflicts of interest associated with the material presented in this paper.
AUTHOR CONTRIBUTIONS
Conceptualization: SR. Data curation: SR. Formal analysis: MH. Funding acquisition: SR. Methodology: SR, MH. Project administration: SR. Visualization: SR. Writing - original draft: SR. Writing - review & editing: MH.
Variables | Marginal effect | Elasticity | Concentration index |
Contribution |
||
---|---|---|---|---|---|---|
Value | Summed | Summed, % | ||||
Demographic variables | ||||||
Sex of household head | ||||||
Male (reference) | ||||||
Female | 0.003* | 0.009 | -0.312 | -0.003 | -0.003 | 1.83 |
Age of household head (y) | ||||||
15-45 (reference) | ||||||
46-65 | 0.005*** | 0.037 | 0.080 | 0.003 | ||
66 and above | 0.015*** | 0.058 | -0.194 | -0.012 | -0.009 | 5.48 |
Household size | ||||||
≤4 (reference) | ||||||
> 4 | -0.006*** | -0.028 | 0.051 | -0.001 | -0.001 | 0.92 |
Socioeconomic variables | ||||||
Education status of the household head | ||||||
Literate (reference) | ||||||
Illiterate | 0.002 | 0.008 | -0.2806 | -0.002 | -0.002 | 1.47 |
Wealth index of households | ||||||
Poorest (reference) | ||||||
Poor | -0.011 | -0.041 | -0.402 | 0.017 | ||
Middle | -0.019 | -0.072 | -0.002 | 0.000 | ||
Rich | -0.019 | -0.073 | 0.399 | -0.031 | ||
Richest | -0.032 | -0.121 | 0.800 | -0.102 | -0.115 | 71.7 |
Members ≤5 y | ||||||
Yes | -0.001 | -0.003 | 0.020 | -0.000 | -0.000 | 0.35 |
No (reference) | ||||||
Members ≥65 y | ||||||
Yes | 0.004*** | 0.017 | -0.097 | -0.002 | -0.002 | 1.07 |
No (reference) | ||||||
Insurance coverage | ||||||
Yes | 0.006*** | 0.109 | 0.014 | 0.002 | 0.002 | -0.97 |
No (reference) | ||||||
Utilization of healthcare | ||||||
Inpatient care | ||||||
Used | 0.050*** | 0.154 | 0.054 | 0.009 | 0.009 | -5.44 |
Not used (reference) | ||||||
Outpatient care | ||||||
Used | 0.019*** | 0.083 | 0.067 | 0.006 | 0.006 | -3.68 |
Not used (reference) | ||||||
Dental care | ||||||
Used | 0.051*** | 0.045 | 0.237 | 0.011 | 0.011 | -7.10 |
Not used (reference) | ||||||
Ecological variables | ||||||
Geographical area | ||||||
Urban (reference) | ||||||
Rural | 0.026*** | 0.250 | 0.094 | 0.025 | 0.025 | -15.41 |
Province | ||||||
Tehran (reference) | ||||||
Markazi | 0.012 | 0.009 | 0.019 | 0.000 | ||
Gilan | 0.018*** | 0.011 | -0.098 | -0.001 | ||
Mazandaran | 0.027 | 0.015 | 0.186 | 0.003 | ||
East Azerbaijan | 0.009 | 0.006 | 0.044 | 0.000 | ||
West Azerbaijan | 0.005*** | 0.003 | 0.062 | 0.000 | ||
Kermanshah | -0.009*** | -0.005 | -0.240 | 0.001 | ||
Khuzestan | 0.021*** | 0.014 | -0.179 | -0.003 | ||
Fars | 0.027*** | 0.020 | 0.087 | 0.002 | ||
Kerman | -0.010*** | -0.006 | -0.389 | 0.002 | ||
Razavi Khorasan | 0.010* | 0.008 | -0.031 | 0.000 | ||
Esfahan | 0.002 | 0.001 | 0.282 | 0.000 | ||
Sistan and Baluchestan | 0.007 | 0.005 | -0.608 | -0.003 | ||
Kurdistan | -0.007 | -0.003 | -0.067 | 0.000 | ||
Hamadan | -0.004 | -0.002 | 0.092 | 0.000 | ||
Chahar Mahall and Bakhtiari | -0.002*** | -0.001 | 0.185 | 0.000 | ||
Lorestan | 0.023*** | 0.012 | -0.133 | -0.002 | ||
Ilam | -0.011*** | -0.005 | -0.215 | 0.001 | ||
Kohgiluyeh and Buyer-Ahmad | -0.023*** | -0.013 | 0.065 | -0.001 | ||
Bushehr | -0.005 | -0.003 | 0.020 | 0.000 | ||
Zanjan | 0.001 | 0.001 | -0.039 | 0.000 | ||
Semnan | 0.025*** | 0.012 | 0.107 | 0.001 | ||
Yazd | 0.001 | 0.001 | 0.355 | 0.000 | ||
Hormozgan | 0.003 | 0.002 | 0.202 | 0.000 | ||
Ardebil | -0.007 | -0.004 | -0.018 | 0.000 | ||
Qom | 0.016*** | 0.008 | 0.196 | 0.002 | ||
Qazvin | 0.001 | 0.001 | 0.126 | 0.000 | ||
Golestan | 0.031*** | 0.021 | 0.012 | 0.000 | ||
North Khorasan | 0.000 | 0.000 | -0.088 | 0.000 | ||
South Khorasan | -0.002 | -0.002 | -0.019 | 0.000 | ||
Alborz | 0.005 | 0.003 | 0.267 | 0.001 | 0.006 | -3.60 |
Sum | -0.074 | 46.4 | ||||
Residual | -0.086 | 53.6 | ||||
Total Cn | -0.161 | 100.0 |
Incidence and Intensity of Catastrophic Health-care Expenditure for Type 2 Diabetes Mellitus Care in Iran: Determinants and Inequality
Variables | Description | Proportion, % | SD |
---|---|---|---|
Outcome variables | |||
CHE | 1 = if the household’s healthcare expenditure equalled or exceeded 40% of the monthly total capacity to pay of the household in the last month; 0 = otherwise | 5.3 | 22.3 |
Demographic variables | |||
Sex of household head | |||
Male | 1 = if the household was headed by a male; 0 = otherwise | 86.1 | 34.6 |
Female | 1 = if the household was headed by a female; 0 = otherwise | 13.9 | 34.6 |
Age of household head (y) | |||
15-45 | 1 = if the head of household age was 15-45; 0 = otherwise | 40.0 | 49.0 |
46-65 | 1 = if the head of household age was 46-65; 0 = otherwise | 40.1 | 49.0 |
66 and above | 1 = if the head of household age was 66 and older; 0 = otherwise | 19.9 | 39.9 |
Household size | |||
≤4 | 1 = if the size of household was 4 or less; 0 = otherwise | 77.2 | 41.9 |
>4 | 1 = if the size of household was 5 or above; 0 = otherwise | 22.8 | 41.9 |
Socioeconomic variables | |||
Education status of the household head | |||
Illiterate | 1 = if the household head was literate; 0 = otherwise | 27.2 | 44.5 |
Literate | 1 = if the household head was illiterate; 0 = otherwise | 72.8 | 44.5 |
Wealth index of households | |||
Poorest | 1 = if the household was in the first wealth quintile; 0 = otherwise | 19.9 | 39.9 |
Poor | 1 = if the household was in the second wealth quintile; 0 = otherwise | 20.0 | 39.9 |
Middle | 1 = if the household was in the third wealth quintile; 0 = otherwise | 20.0 | 40.0 |
Rich | 1 = if the household was in the fourth wealth quintile; 0 = otherwise | 20.0 | 40.0 |
Richest | 1 = if the household was in the fifth wealth quintile; 0 = otherwise | 20.1 | 40.0 |
Members ≤5 y | |||
Yes | 1 = if the household had child(ren) aged under 6; 0 = otherwise | 25.8 | 43.7 |
No | 1 = if the household did not have child(ren) aged 5 and younger; 0 = otherwise | 74.2 | 43.7 |
Members ≥65 y | |||
Yes | 1 = if the household had a member aged above 65, 0 otherwise | 24.3 | 42.9 |
No | 1 = if the household did not have a member aged above 65, 0 otherwise | 75.7 | 42.9 |
Insurance coverage | |||
Yes | 1 = if the household had health insurance coverage; 0 = otherwise | 88.9 | 31.4 |
No | 1 = if the household did not have health insurance coverage; 0 = otherwise | 11.1 | 31.4 |
Utilization of healthcare | |||
Inpatient care | |||
Used | 1 = if the household used inpatient care in the last year; 0 = otherwise | 16.3 | 36.9 |
Not used | 1 = if the household did not use inpatient care in the last year; 0 = otherwise | 83.7 | 36.9 |
Outpatient care | |||
Used | 1 = if the household used outpatient care in the last month; 0 = otherwise | 22.8 | 42.0 |
Not used | 1 = if the household did not use outpatient care in the last month; 0 = otherwise | 77.2 | 42.0 |
Dental care | |||
Used | 1 = if the household used outpatient care in the last month; 0 = otherwise | 4.7 | 21.1 |
Not used | 1 = if the household did not use outpatient care in the last month; 0 = otherwise | 95.3 | 21.1 |
Ecological variables | |||
Geographical area | |||
Urban | 1 = if the household resided in an urban area; 0 = otherwise | 49.3 | 50.0 |
Rural | 1 = if the household resided in a rural area; 0 = otherwise | 50.7 | 50.0 |
Province | |||
Tehran | 1 = if the household resided in Tehran; 0 = otherwise | 5.1 | 22.1 |
Markazi | 1 = if the household resided in Markazi; 0 = otherwise | 3.8 | 19.2 |
Gilan | 1 = if the household resided in Gilan; 0 = otherwise | 3.2 | 17.6 |
Mazandaran | 1 = if the household resided in Mazandaran; 0 = otherwise | 2.9 | 16.8 |
East Azerbaijan | 1 = if the household resided in East Azerbaijan; 0 = otherwise | 3.4 | 18.1 |
West Azerbaijan | 1 = if the household resided in West Azerbaijan; 0 = otherwise | 3.0 | 17.1 |
Kermanshah | 1 = if the household resided in Kermanshah; 0 = otherwise | 3.1 | 17.4 |
Khuzestan | 1 = if the household resided in Khuzestan; 0 = otherwise | 3.6 | 18.6 |
Fars | 1 = if the household resided in Fars; 0 = otherwise | 3.9 | 19.4 |
Kerman | 1 = if the household resided in Kerman; 0 = otherwise | 3.1 | 17.2 |
Razavi Khorasan | 1 = if the household resided in Razavi Khorasan; 0 = otherwise | 4.1 | 19.9 |
Esfahan | 1 = if the household resided in Esfahan; 0 = otherwise | 3.6 | 18.5 |
Sistan and Baluchestan | 1 = if the household resided in Sistan and Baluchestan; 0 = otherwise | 3.7 | 18.8 |
Kurdistan | 1 = if the household resided in Kurdistan; 0 = otherwise | 2.3 | 15.1 |
Hamadan | 1 = if the household resided in Hamadan; 0 = otherwise | 3.3 | 17.9 |
Chahar Mahall and Bakhtiari | 1 = if the household resided in Chahar Mahall and Bakhtiari; 0 = otherwise | 2.4 | 15.4 |
Lorestan | 1 = if the household resided in Lorestan; 0 = otherwise | 2.8 | 16.6 |
Ilam | 1 = if the household resided in Ilam; 0 = otherwise | 2.6 | 16.0 |
Kohgiluyeh and Buyer-Ahmad | 1 = if the household resided in Kohgiluyeh and Buyer-Ahmad; 0 = otherwise | 3.0 | 17.0 |
Bushehr | 1 = if the household resided in Bushehr; 0 = otherwise | 3.0 | 17.0 |
Zanjan | 1 = if the household resided in Zanjan; 0 = otherwise | 2.9 | 16.9 |
Semnan | 1 = if the household resided in Semnan; 0 = otherwise | 2.5 | 15.7 |
Yazd | 1 = if the household resided in Yazd; 0 = otherwise | 3.2 | 17.6 |
Hormozgan | 1 = if the household resided in Hormozgan; 0 = otherwise | 3.7 | 19.0 |
Ardebil | 1 = if the household resided in Ardebil; 0 = otherwise | 2.7 | 16.2 |
Qom | 1 = if the household resided in Qom; 0 = otherwise | 2.7 | 16.2 |
Qazvin | 1 = if the household resided in Qazvin; 0 = otherwise | 2.7 | 16.1 |
Golestan | 1 = if the household resided in Golestan; 0 = otherwise | 3.5 | 18.5 |
North Khorasan | 1 = if the household resided in North Khorasan; 0 = otherwise | 3.7 | 18.8 |
South Khorasan | 1 = if the household resided in South Khorasan; 0 = otherwise | 3.5 | 18.4 |
Alborz | 1 = if the household resided in Alborz; 0 = otherwise | 2.7 | 16.3 |
Variables | Marginal effect | Elasticity | Concentration index | Contribution |
||
---|---|---|---|---|---|---|
Value | Summed | Summed, % | ||||
Demographic variables | ||||||
Sex of household head | ||||||
Male (reference) | ||||||
Female | 0.003 |
0.009 | -0.312 | -0.003 | -0.003 | 1.83 |
Age of household head (y) | ||||||
15-45 (reference) | ||||||
46-65 | 0.005 |
0.037 | 0.080 | 0.003 | ||
66 and above | 0.015 |
0.058 | -0.194 | -0.012 | -0.009 | 5.48 |
Household size | ||||||
≤4 (reference) | ||||||
> 4 | -0.006 |
-0.028 | 0.051 | -0.001 | -0.001 | 0.92 |
Socioeconomic variables | ||||||
Education status of the household head | ||||||
Literate (reference) | ||||||
Illiterate | 0.002 | 0.008 | -0.2806 | -0.002 | -0.002 | 1.47 |
Wealth index of households | ||||||
Poorest (reference) | ||||||
Poor | -0.011 | -0.041 | -0.402 | 0.017 | ||
Middle | -0.019 | -0.072 | -0.002 | 0.000 | ||
Rich | -0.019 | -0.073 | 0.399 | -0.031 | ||
Richest | -0.032 | -0.121 | 0.800 | -0.102 | -0.115 | 71.7 |
Members ≤5 y | ||||||
Yes | -0.001 | -0.003 | 0.020 | -0.000 | -0.000 | 0.35 |
No (reference) | ||||||
Members ≥65 y | ||||||
Yes | 0.004 |
0.017 | -0.097 | -0.002 | -0.002 | 1.07 |
No (reference) | ||||||
Insurance coverage | ||||||
Yes | 0.006 |
0.109 | 0.014 | 0.002 | 0.002 | -0.97 |
No (reference) | ||||||
Utilization of healthcare | ||||||
Inpatient care | ||||||
Used | 0.050 |
0.154 | 0.054 | 0.009 | 0.009 | -5.44 |
Not used (reference) | ||||||
Outpatient care | ||||||
Used | 0.019 |
0.083 | 0.067 | 0.006 | 0.006 | -3.68 |
Not used (reference) | ||||||
Dental care | ||||||
Used | 0.051 |
0.045 | 0.237 | 0.011 | 0.011 | -7.10 |
Not used (reference) | ||||||
Ecological variables | ||||||
Geographical area | ||||||
Urban (reference) | ||||||
Rural | 0.026 |
0.250 | 0.094 | 0.025 | 0.025 | -15.41 |
Province | ||||||
Tehran (reference) | ||||||
Markazi | 0.012 | 0.009 | 0.019 | 0.000 | ||
Gilan | 0.018 |
0.011 | -0.098 | -0.001 | ||
Mazandaran | 0.027 | 0.015 | 0.186 | 0.003 | ||
East Azerbaijan | 0.009 | 0.006 | 0.044 | 0.000 | ||
West Azerbaijan | 0.005 |
0.003 | 0.062 | 0.000 | ||
Kermanshah | -0.009 |
-0.005 | -0.240 | 0.001 | ||
Khuzestan | 0.021 |
0.014 | -0.179 | -0.003 | ||
Fars | 0.027 |
0.020 | 0.087 | 0.002 | ||
Kerman | -0.010 |
-0.006 | -0.389 | 0.002 | ||
Razavi Khorasan | 0.010 |
0.008 | -0.031 | 0.000 | ||
Esfahan | 0.002 | 0.001 | 0.282 | 0.000 | ||
Sistan and Baluchestan | 0.007 | 0.005 | -0.608 | -0.003 | ||
Kurdistan | -0.007 | -0.003 | -0.067 | 0.000 | ||
Hamadan | -0.004 | -0.002 | 0.092 | 0.000 | ||
Chahar Mahall and Bakhtiari | -0.002 |
-0.001 | 0.185 | 0.000 | ||
Lorestan | 0.023 |
0.012 | -0.133 | -0.002 | ||
Ilam | -0.011 |
-0.005 | -0.215 | 0.001 | ||
Kohgiluyeh and Buyer-Ahmad | -0.023 |
-0.013 | 0.065 | -0.001 | ||
Bushehr | -0.005 | -0.003 | 0.020 | 0.000 | ||
Zanjan | 0.001 | 0.001 | -0.039 | 0.000 | ||
Semnan | 0.025 |
0.012 | 0.107 | 0.001 | ||
Yazd | 0.001 | 0.001 | 0.355 | 0.000 | ||
Hormozgan | 0.003 | 0.002 | 0.202 | 0.000 | ||
Ardebil | -0.007 | -0.004 | -0.018 | 0.000 | ||
Qom | 0.016 |
0.008 | 0.196 | 0.002 | ||
Qazvin | 0.001 | 0.001 | 0.126 | 0.000 | ||
Golestan | 0.031 |
0.021 | 0.012 | 0.000 | ||
North Khorasan | 0.000 | 0.000 | -0.088 | 0.000 | ||
South Khorasan | -0.002 | -0.002 | -0.019 | 0.000 | ||
Alborz | 0.005 | 0.003 | 0.267 | 0.001 | 0.006 | -3.60 |
Sum | -0.074 | 46.4 | ||||
Residual | -0.086 | 53.6 | ||||
Total Cn | -0.161 | 100.0 |
CHE, catastrophic health expenditures; SD, standard deviation.