| Literature DB >> 32467673 |
Leila Doshmangir1,2,3, Mahmood Yousefi4, Edris Hasanpoor5, Behzad Eshtiagh3, Hassan Haghparast-Bidgoli6.
Abstract
BACKGROUND: Catastrophic health expenditures (CHE) are of concern to policy makers and can prevent individuals accessing effective health care services. The exposure of households to CHE is one of the indices used to evaluate and address the level of financial risk protection in health systems, which is a key priority in the global health policy agenda and an indicator of progress toward the UN Sustainable Development Goal for Universal Health Coverage. This study aims to assess the CHE at population and disease levels and its influencing factors in Iran.Entities:
Keywords: Catastrophic health expenditures; Fair health financing; Health equity; Iran
Year: 2020 PMID: 32467673 PMCID: PMC7229629 DOI: 10.1186/s12962-020-00212-0
Source DB: PubMed Journal: Cost Eff Resour Alloc ISSN: 1478-7547
Fig. 1Flow diagram of studies included in the meta-analysis
Fig. 2Funnel plot for evaluation of publication bias
The data extraction and quality of the studies (population level)
| Study quality | CHE (%) | Data collection method | Sample size | Population | Years of study | Publication type—language | Study design | Author (year) | N |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Nekoei-Moghadam et al. (2012) | Descriptive–analytical study | Article—English | 2008 | Iranian households | 39,008 | Secondary data | 2.8% | Good |
| Determinants of exposure to CHE: use of outpatient service, drug addiction cessation services, Inpatient service—household size (3 ≤ x < 6) (+)—economic status—pharmaceutical expenses—health insurance | |||||||||
| 2 | Ghiasvand et al. (2015) | Descriptive study | Article—English | 2013–2014 | Iranian households | Total: 38,318 19,437 (rural) 18,888(urban) | Secondary data | Rural: 11.7% Urban: 11.45% | Good |
| Determinants of exposure to CHE | |||||||||
| 3 | Karami et al. (2009) | Descriptive study | Article—English | 2008 | Kermanshah | 189 | questionnaire | 22.2% | Medium |
| Determinants of exposure to CHE | |||||||||
| 4 | Daneshkohan et al. (2011) | Descriptive study | Article—English | 2008 | Kermanshah | 189 | Questionnaire | 22.2% | Good |
| Determinants of exposure to CHE | |||||||||
| 5 | Ghoddoosinejad et al. (2014) | Cross-sectional descriptive study | Article—English | 2013 | Ferdows | 100 | Questionnaire | 24% | Medium |
| Determinants of exposure to CHE: use of dentistry services | |||||||||
| 6 | Kavosi et al. (2012) | Longitudinal study | Article—English | 2003 and 2008 | South-west Tehran | 579 (2003) 592 (2008) | Questionnaire | 12.6% (2003), 11.8% (2008) | Good |
| Determinants of exposure to CHE: economic status—member over 65 years (+)—disabled members—health insurance- use of dentistry services, outpatient service, inpatient service | |||||||||
| 7 | Saber-Mahani et al. (2014) | Cross-sectional study | Article—Persian | 2011 | Tehran | 34,700 | Secondary data | 11.3% | Medium |
| Determinants of exposure to CHE: number of members under 5 years (+)—number of members over 65 years (+)—employed head—education status of household head (−)—chronic disease members—health insurance—age of household head (+)—equivalent household size (−)—income deciles (+)—per capita household expenditure (−)—number of the employed persons in household | |||||||||
| 8 | Amery et al. (2013) | Cross-sectional study | Article—Persian | 2011 | Yazd | 386 | Questionnaire | 8.3% | Medium |
| Determinants of exposure to CHE: use of inpatient services—household size (> 7) (+)—members under 5 years (−)—use of medical services and diagnosis | |||||||||
| 9 | Soofi et al. (2013) | Cross-sectional study | Article—Persian | 2001 | Iranian households | 10,300 | Secondary data | 15.31% | Medium |
| Determinants of exposure to CHE: living in the urban (−)—household size (+)—member with chronic illness—member in need of care—economic status—health insurance—use of outpatient service | |||||||||
| 10 | Kavosi et al. (2009) | Longitudinal study | Article—Persian | 2003–2008 | Tehran | 579 (2003), 592 (2008) | Questionnaire | 12.6% (2003), 11.8% (2008) | Medium |
| Determinants of exposure to CHE: use of inpatient service, dentistry services—member over 65 years (+)—member in need of care—number of use of outpatient services—economic status | |||||||||
| 11 | Amery et al. (2012) | Cross-sectional study | Article—Persian | 2012 | Mashhad | 384 | Questionnaire | 6.77% | Medium |
| Determinants of exposure to CHE: household size (> 7) (+)—health insurance—use of inpatient service, dentistry services, medicinal and diagnostic services—member over 65 years (+)—pharmaceutical expenses—members under 5 years (−) | |||||||||
| 12 | Rezapour et al. (2013) | Cross-sectional study | Article—English | 2013 | Tehran | 2200 | Interviews, and Questionnaire | 6.45% | Good |
| Determinants of exposure to CHE: number of use of outpatient services—education status of household head (+)—household size (+)—preschool children living in household (−)—member with chronic illness | |||||||||
| 13 | Aeenparast et al. (2016) | Review literature on studies | Article—Persian | Not reported | Iranian households | 19 papers | – | 2.5% to 72.5% | Weak |
| Determinants of exposure to CHE | |||||||||
| 14 | Asefzadeh et al. (2013) | Cross-sectional–descriptive–analytical study | Article—Persian | 2011 | Qazvin | 100 | Questionnaire | 24% | Medium |
| Determinants of exposure to CHE: use of dentistry servicesDeterminants of exposure to CHE: use of dentistry services | |||||||||
| 15 | Raghfar et al. (2013) | Longitudinal study | Article—Persian | 1984 to 2010 | Iranian households | 30,000 households in each year | Secondary data | 6.78% to 5.76% (rural) 3.9% to 5.76% (urban) | Weak |
| Determinants of exposure to CHE | |||||||||
| 16 | Fazaeli et al. (2015) | Cross-sectional–descriptive–analytical study | Article—English | 2010 | Iranian households | 28,997 | Secondary data | 2.1% | Medium |
| Determinants of exposure to CHE: living in the urban (−)—number of members over 65 years (+)—education status of household head (+)—employment situation of household head—number of the employed persons in household—expenditure deciles (+)—equivalent household size (+) | |||||||||
| 17 | Masaeli et al. (2015) | Descriptive–analytical study | Article—Persian | 2011 | Iranian households | 38,437 | Secondary data | 1.56% | Medium |
| Determinants of exposure to CHE | |||||||||
| 18 | Mehrara et al. (2010) | Longitudinal study–descriptive–analytical study | Article—Persian | 2003–2007 | Iranian households | 31,283 (2007) 2003–2004-2005-2006 (not reported) | Secondary data | 2.3% (2003) 1.9% (2004) 2.4% (2005) 2.3% (2006) 2.5% (2007) | weak |
| Determinants of exposure to CHE: living in the urban (−)—number of members over 60 years (+)—number of members under 12 years (+)—health insurance—employment situation of household head—number of members employed in the household (+)—marital status (single head) (+)—per capita infrastructure residential area of the household, wealth index (−)—equivalent household size (+)—expenditure deciles (+)—equivalent per capita household expenditure (+) | |||||||||
| 19 | Fazaeli (2007) | Longitudinal study | Thesis—Persian | 2003–2006 | Iranian households | 23,134 (2003) 24,534 (2004) 26,895 (2005) 30,910 (2006) | Secondary data | 2.28% (2003) 1.9% (2004) 2.36% (2005) 2.26% (2006) | Medium |
| Determinants of exposure to CHE: age of household head (−)—number of members employed in the household (−)—health insurance—members over 60 years (+)—living in the urban (−)—education status of household head (−)—employment situation of household head—per capita household expenditure— (+)per capita infrastructure residential area of the household, wealth index (−) | |||||||||
| 20 | Kavosi et al. (2014) | Cross-sectional study | Article—English | 2012 | Shiraz | 761 | Questionnaire | 14.2% | Good |
| Determinants of exposure to CHE: Economic status (−)—use of dentistry services, inpatient services, physician visits—frequency of use of outpatient services—health insurance—supplementary insurance status of household head—member in chronic need of medical care- living in the urban (−) | |||||||||
| 21 | Nekoei-moghadam et al. (2014) | Descriptive–analytical retrospective | Article—Persian | 2008 | Kerman | 1477 | Secondary data | 4.1% | Good |
| Determinants of exposure to CHE: living in the urban (+)—use of inpatient services, outpatient services, dental care services | |||||||||
| 22 | Fazaeli et al. (2015) | Longitudinal study | Article—English | 2003 to 2010 | Iranian households | 23,134 to 38,170 for each year | Secondary data | 2.28% (2003) 1.91% (2004) 2.37% (2005) 2.27% (2006) 2.49% (2007) 2.46% (2008) 2.82% (2009) 3.06% (2010) | Medium |
| Determinants of exposure to CHE | |||||||||
| 23 | Yousefi et al. (2015) | Cross sectional–descriptive study | Article—Persian | 2011 | Iranian households | 36,071 | Secondary data | 3.38% | Medium |
| Determinants of exposure to CHE | |||||||||
| 24 | BagheriFaradonbeh et al. (2016) | Cross-sectional study | Article—Persian | 2013 | Tehran | 625 | Interview and observation using a Questionnaire | 3.8% | Medium |
| Determinants of exposure to CHE: use of inpatient services- education status of household head (−)—number of use of health services—informal payment (+)—member over 65 years (+) | |||||||||
| 25 | Piroozi et al. (2016) | Cross-sectional, descriptive–analytical study | Article—English | 2015 | Sanandaj | 646 | Face-to-Face Interviews—Questionnaire | 4.8% | Good |
| Determinants of exposure to CHE: supplementary health insurance—gender of the head of household (female)(+)—economic status—members over 65 years(+)—disabled member and in need of care—use of inpatient services, dental care services, rehabilitation services | |||||||||
| 26 | Hanjani et al. (2006) | Cross-sectional study | Article—Persian | 2002 | Iranian households | 32,152 | Secondary data | 3.94% | weak |
| Determinants of exposure to CHE: age of household head (+)- living in the urban (−)—health insurance—education status of household head (−)—employment situation of household head—marital status (married) (+)—gender of the head of household (male) (+)—household size (−) | |||||||||
| 27 | Ghiasi (2016) | Cross-sectional, descriptive–analytical study | Article—Persian | 2013–2014 | Zabol | 393 | Questionnaire | 20.6% | Good |
| Determinants of exposure to CHE: education status of household head (−)—pharmaceutical expenses | |||||||||
| 28 | Rezapour et al. (2016) | Cross-sectional study | Article—Persian | 2013 | Tehran | 625 | Questionnaire | – | Medium |
| Determinants of exposure to CHE: education status of household head (−)—health insurance—members over 60 years (+)—inpatient service—informal payment (+)—number of use of health services | |||||||||
| 29 | Fattahi et al. (2015) | Cross-sectional study–case study | Article—Persian | 2012–2013 | Hossein Abad district of Uremia | 300 | Questionnaire | – | Medium |
| Determinants of exposure to CHE: wealth index(−)—gender of household head (male) (−)—household size (+)—members under 12 years (+)—employment situation of household head—number of use of inpatient services—health insurance—supplemental insurance | |||||||||
| 30 | Nouraei-Motlagh S (2017) | Descriptive-analytical–retrospective study | Article—Persian | 2012 | Deprived states of Iran | 22,057 | Secondary data | 6.25% | Medium |
| Determinants of exposure to CHE: expenditure deciles (+)—use of dentistry services, inpatient service—member over 65 years (+)—employment situation of household head—education status of household head (−)—health insurance—equivalent household size (−)—gender of the head of household (female) (+)—living in the urban (−) | |||||||||
| 31 | Abolhallaje et al. (2013) | Analytical study | Article—English | 2002–2005–2008 | Iran | – | Secondary data | – | Medium |
| Determinants of exposure to CHE: employment situation of the head of household—education of the head—gender of the head of household—age of the head—number of the members of household—number of the members over 60—number of kids below 12—number of the employed persons in household—health insurance—large/small housing | |||||||||
| 32 | Davari et al. (2015) | Retrospective cross sectional study | Article—English | 2004 and 2011 | Chaharmahal and Bakhtiary | 715 (2004) 1001(2011) | Secondary data | 2004 3.4% (rural) 1.7% (urban) 2011 0% (rural) 1.7% (urban) | Medium |
| Determinants of exposure to CHE | |||||||||
| 33 | Homaie-Rad et al. (2017) | Before-and-after analysis | Article - English | 2013 [before the reform] and 2015 [after the reform] | Guilan | 1217 (2013) 1205 (2015) | Secondary data | 5.75% (2013) 3.82% (2015) | Good |
| Determinants of exposure to CHE | |||||||||
| 34 | Homaie-Rad et al. (2016) | Cross -sectional study | Article—English | 2012 | Iran retirees | 6307 | Secondary data | 0.6% | Medium |
| Determinants of exposure to CHE | |||||||||
| 35 | Khadivi et al. (2016) | Descriptive-analytical study | Article—Persian | 2013 | Construction workers in Isfahan | 400 | Questionnaire | 4.75% | Medium |
| Determinants of exposure to CHE | |||||||||
| 36 | Yazdi-Feyzabadi et al. (2017) | Retrospective study | Article—Persian | 2008–2014 | Iranian provinces | Not reported | Secondary data | 2.7% | weak |
| Determinants of exposure to CHE | |||||||||
| 37 | Ghafoori et al. (2014) | Descriptive–analytic study | Article—English | 2012 | 22 districts of Tehran | 784 | Questionnaire | 7.2% | Medium |
| Determinants of exposure to CHE | |||||||||
| 38 | Ahmadnezhad et al. (2019) | Cross-sectional survey | Article—English | 2013–2016 | Iranian households | Not report | Secondary data | 3.76% (2013) 3.82% (2016) | Good |
| Determinants of exposure to CHE: health transformation plan | |||||||||
| 39 | Yazdi-Feyzabadi et al. (2019) | Cross-sectional survey | Article—English | 2011–2017 | Iranian households | Total: 76,300 38,434 (2011) 37,866 (2017) | Secondary data | 1.99% (2011) 3.46% (2017) | Good |
| Determinants of exposure to CHE: health transformation plan had no considerable success in financial protection, requiring a review in actions to support pro-poor adaptation strategies | |||||||||
| 40 | Yazdi-Feyzabadi et al. (2018) | Descriptive study | Article—English | 2008–2015 | Iranian households | Total: 77,156 39,008 (2008) 38,148 (2015) | Questionnaire | 2.57% (2008) 3.25% (2015) | Good |
| Determinants of exposure to CHE: health insurance | |||||||||
The data extraction (patient level)
| n | Author (year) | Study design | Publication type—language | Years of study | Population | Sample size | Data collection method | CHE (%) | Study quality |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Kavosi et al. (2014) | Descriptive-analytical study | Article—English | 2011 | Cancer Namazi Hospital in Shiraz | 245 | Questionnaires | 67.9% | Good |
| Determinants of exposure to CHE: type of insurance (relief committee–medical services) (+)—distance of the residence of the medical center—use of outpatient services—type of treatment (chemotherapy) (+)—refrained from using healthcare services (+) | |||||||||
| 2 | Moghimi et al. (2009) | Crosssectional, descriptive study | Article—Persian | 2007 and 2008 | Cancer-Valiasr Hospital in Zanjan | 60–70 | Questionnaires | 52% (1386) 42% (1387) | Weak |
| Determinants of exposure to CHE | |||||||||
| 3 | Salehi et al. (2013) | Crosssectional (descriptive) study | Thesis—Persian | Not reported | Dialysis Patients-Hospital Dialysis Center Buali in Ardabil | 200 | Questionnaires | 72.5% | Medium |
| Determinants of exposure to CHE | |||||||||
| 4 | Panahi et al. (2014) | Descriptive-analytical study | Article—Persian | 2011–2012 | Hospitalized patients in Tabriz | 300 | Questionnaires | 30% | Medium |
| Determinants of exposure to CHE: gender of the household head (male) (−)—members over 60 years (+)—members under 12 years (+)—member with chronic illness—Non-native (+)—health insurance—access to safe water (−)—self-employed head of household (+)—education status of household head (+)—age of household head (+)- admission to a private hospital (+)—household size (+)—living in the rural (−)—wealth index (−)—marital status of household head (not married head) (−)—gender (female patients) (+)—age ) patients) (+) | |||||||||
| 5 | Anbari et al. (2014) | Cross‑sectional study | Article—English | Not reported | Markazi province | 758 (total) 284 (hospitalized) | Questionnaire | 11.2% (all participated) 42.6% (hospitalized) | Medium |
| Determinants of exposure to CHE: members aged 40–59 years old (+)—wealth index (lower levels) (+) | |||||||||
| 6 | Hajizadeh et al. (2011) | Cross‑sectional study | Article—English | 2003 | Inpatient services in Iran | 3339 | Secondary data | – | Medium |
| Determinants of exposure to CHE: length of stay (+)—age patients (−)—sex of the patients (male) (+)—education status of patients (−)—medical treatment insurance- social security insurance—armed forces insurance—private insurance—special organisations insurance—Imdad (relief) committee insurance- hospital owned by private sector (+)—household size (−) –wealth quintile (−) | |||||||||
| 7 | Ghiasvand et al. (2010) | Cross‑sectional study | Article—Persian | 2008–2009 | Hospitalized patients in 5 hospitals affiliated to Iran University of Medical Sciences | 314 | Questionnaire | – | Medium |
| Determinants of exposure to CHE: gender of the head of household (female) (+)—being native(−)—disease of family members—supplementary health insurance—household size(+)—number of hospitalizations—Household income level—housing ownership (−) | |||||||||
| 8 | Moradi et al. (2017) | Descriptive-analytical study—cross-sectional | Article—English | 2015 | Households with members suffering from dialysis-kidney transplant (MS)—Kurdistan province | Dialysis (87) MS (141) Kidney transplant patient (107) | Questionnaire— telephone conversations | MS (20.6%) Dialysis (13.8%) Kidney transplant patient (18.7%) | Good |
| Determinants of exposure to CHE: Economic status (−)—level of education (patient) (−)—supplementary insurance status (patient)—type of disease (MS)—members with special diseases in the household—living in the rural (+)—frequency of using inpatient services- use of dental care—use of rehabilitation services | |||||||||
| 9 | Almasi et al. (2016) | Analytical study—cross-sectional | Article—Persian | 2014 | Dialysis patients referred to Ayatollah Taleghani Hospital in Urrmia | 108 | Questionnaire | 30% | Medium |
| Determinants of exposure to CHE: wealth index (−)—gender of household head (male) (−)—frequency of using dialysis services (+)—health insurance—Supplemental insurance—Members in need of care(+)—being native (−)—employment situation of the head of household | |||||||||
| 10 | Ghiasvand et al. (2014) | Cross‑sectional study | Article—English | 2012 | Five hospitals with tehran university of Medical Sciences | 359 | Questionnaire | 15.05% | Good |
| Determinants of exposure to CHE: household Head Educational level (−)—gender of the head of household (female) (+)—hospitalization day numbers (+)—having made any out of hospital payments—quartiles’ of annual income of household (−) | |||||||||
| 11 | Juyani et al. (2016) | Cross‑sectional study | Article—English | 2014 | Households that at least one of their members suffers from MS—Ahvaz, Iran | 322 | Questionnaire | 3.37% | Medium |
| Determinants of exposure to CHE: age of household head (−)—number of visits—gender of the household head (male) (−)—having basic health insurance coverage—household income level—house ownership (+)—household size (+)- brand of drug (foreign drugs) (+) | |||||||||
| 12 | Ghiasvand et al. (2010) | Analytical—cross-sectional study | Article—Persian | 2009 | Hospitalized patients in 5 hospitals affiliated to Iran University of Medical Sciences | 400 | Questionnaire | – | Medium |
| Determinants of exposure to CHE: gender of the household head (female) (+)—being native (−)—disease of family members—supplementary health insurance—household size (+)—frequency of using inpatient services—house ownership (−)—household income level (−) | |||||||||
| 13 | Rezapour et al. (2016) | Cross-sectional study | Article—English | 2014 | Hospitals in Hamedan | 772 | Questionnaire by interviews and observation | 20.7% | Good |
| Determinants of exposure to CHE: age of household head (+)—household head educational level (−)—household size (−)—having member < 6 years (−)—having Member < 14 years (−)—having member > 60 years (+)—having own house (+)—income quintile (−)—household head employment—existence of a certain financial sources to get healthcare services (−)—disabled member in households—complementary health insurance | |||||||||
Fig. 3The pooled estimate of CHE prevalence in Iran (population level)
Heterogeneity of studies
| Model | Effect size and 95% interval | Test of null (2-tail) | Heterogeneity | Tau-squared | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Point estimate | Lower limit | Upper limit | Z-value | P-value | Q-value | df (Q) | P-value | I-squared | Tau squared | Standard error | Variance | Tau | |
| Fixed | 0.041 | 0.057 | 0.040 | − 1333.61 | 0.000 | 25,612.613 | 51 | 0.000 | 99.801 | 0.211 | 0.181 | 0.033 | 0.460 |
| Random | 0.047 | 0.042 | 0.053 | − 45.900 | 0.000 | ||||||||
Grouping studies based on data type
| Group by type of data | N | Event rate (% CHE) | Lower limit | Upper limit |
|---|---|---|---|---|
| Primary data | 22 | 0.116 | 0.104 | 0.130 |
| Secondary data | 30 | 0.030 | 0.023 | 0.040 |
| Overall | 52 | 0.093 | 0.083 | 0.103 |
Group by year of studies
| Group by year | N | Event rate (% CHE) | Lower limit | Upper limit |
|---|---|---|---|---|
| 2011–2017 | 25 | 0.069 | 0.054 | 0.095 |
| 2006–2010 | 15 | 0.045 | 0.036 | 0.056 |
| 2001–2005 | 11 | 0.041 | 0.024 | 0.068 |
| < 2001 | 1 | 0.053 | 0.051 | 0.056 |
| Overall | 52 | 0.053 | 0.050 | 0.055 |
Determinants of exposure CHE (population level)
| Determinants of catastrophic health expenditures | Frequency of studies with this factor | |
|---|---|---|
| Increased likelihood of CHE | Decreased likelihood of CHE | |
| Factors related to household characteristics | ||
| Health insurance | 13 | |
| Member over 60–65 years | 12 | |
| Employment situation of household head | 8 | |
| Education status of household head | 2 | 8 |
| Living in the urban | 1 | 7 |
| Member with chronic illness | 4 | |
| Supplementary insurance status of household head | 3 | |
| Number of members employed in the household | 1 | 4 |
| Number of members under 12 years | 3 | |
| Gender of the head of household (female) | 4 | 1 |
| Age of household head | 3 | 1 |
| Disabled members | 2 | |
| Member in need of care | 2 | |
| Number of members under 5 years | 1 | 2 |
| Preschool children living in household | 1 | |
| Marital status (married) | 1 | 1 |
| Household size | 6 | 3 |
| Household size (3 ≤ x < 6) | 1 | |
| Household size (> 7) | 2 | |
| Household economic factors | ||
| Economic status | 5 | |
| Expenditure deciles | 3 | |
| Wealth index | 3 | |
| Per capita Infrastructure residential area of the household | 3 | |
| Informal payment | 2 | |
| Per capita household expenditure | 2 | 1 |
| Income | 1 | |
| The factors related to the use of health services | ||
| Use of Inpatient service | 12 | |
| Use of dentistry services | 8 | |
| Use of outpatient service | 8 | |
| Pharmaceutical expenses | 3 | |
| Use of medical services and diagnosis | 2 | |
| Number of use of health services | 2 | |
| Use of drug addiction cessation services | 1 | |
| Use of rehabilitation services | 1 | |
Group by type of patients
| Group by type of patients | N | Event rate | Lower limit | Upper limit | P-value |
|---|---|---|---|---|---|
| Cancer patients | 3 | 0.545 | 0.332 | 0.744 | 0.686 |
| Dialysis patients | 3 | 0.373 | 0.197 | 0.591 | 0.252 |
| Hospitalized patients | 4 | 0.183 | 0.096 | 0.320 | 0.000 |
| Kidney transplant patients | 1 | 0.187 | 0.047 | 0.520 | 0.063 |
| MS patients | 2 | 0.091 | 0.032 | 0.230 | 0.000 |
| Overall | 13 | 0.253 | 0.117 | 0.465 | 0.024 |
Determinants of exposure CHE (patient level)
| Determinants of catastrophic health expenditures | Frequency of studies with this factor | |
|---|---|---|
| Increased likelihood of CHE | Decreased likelihood of CHE | |
| Factors related to household characteristics | ||
| Gender of the household head (female) | 6 | |
| Supplementary insurance status (patient) | 5 | |
| Health insurance | 4 | |
| Non-native | 4 | |
| Members over 60 years | 2 | |
| Employment situation of the head of household | 2 | |
| Disease of family members | 2 | |
| Members with special diseases in the household | 1 | |
| Member with chronic illness | 1 | |
| Members under 12 years | 1 | |
| Type of insurance (relief committee–medical services) | 1 | |
| Distance of the residence of the medical center | 1 | |
| Disabled member in household | 1 | |
| Members in need of care | 1 | |
| Education status of patients | 2 | |
| Education status of household head | 1 | 2 |
| Self-employed head of household | 1 | |
| Household size | 4 | 2 |
| Access to safe water | 1 | |
| Age of household head | 2 | 1 |
| Having member < 6 years | 1 | |
| Having member < 14 years | 1 | |
| Marital status of household head (not married head) | 1 | |
| Sex of the patients (male) | 1 | 1 |
| Age (patients) | 1 | 1 |
| Members aged 40–59 years old | 1 | |
| Living in the rural | 1 | 1 |
| Household economic factors | ||
| Household income level | 5 | |
| Wealth index | 4 | |
| Housing ownership | 2 | 2 |
| Economic status | 1 | |
| Having made any out of hospital payments | 1 | |
| Existence of a certain financial sources to get healthcare services | 1 | |
| The factors related to the use of health services | ||
| Frequency of using inpatient services | 3 | |
| Hospitalization day numbers | 2 | |
| Admission to a private hospital | 2 | |
| Use of outpatient services | 1 | |
| Frequency of using outpatient services | 1 | |
| Use of rehabilitation services | 1 | |
| Brand of drug (foreign drugs) | 1 | |
| Refrained from using healthcare services | 1 | |
| Use of dental care | 1 | |
| Type of treatment (chemotherapy) | 1 | |
| Frequency of using dialysis services | 1 | |
| Frequency of using inpatient services | 3 | |
Fig. 4The pooled estimate of CHE prevalence obtained from subgroups’ meta-analysis (diseases level)