Background
Methods
Design, setting and participants
Data collection
Operational terminologies
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Direct costs of asthma-related care in outpatient clinics are out-of-pocket payments incurred for registration and consultation, medications, investigations, and any devices, and costs for transportation [22].
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Household income is the overall income earned by household members aged 18 years and above. Household income in Malaysia is classified into B40, M40, and T20, which refers to the Bottom 40%, Middle 40%, and Top 20% of the household income groups. B40, M40 and T20 refers to a household income of < MYR4850 (< USD1174.33), MYR4850–10,959 (USD1174.33–2653.51) and > MYR10959 (> USD2653.51) respectively [12].
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Incidence of poverty is the proportion of patients whose monthly household income falls below the poverty line. Malaysia has developed poverty lines for urban and rural populations in different states of the federation. This study used the poverty line of the urban population, MYR2022 (USD481.08), for the state of Selangor [12]. A household is considered poor if its total monthly income falls below the poverty line.
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Catastrophic health expenditure is the proportion of patients whose monthly out-of-pocket payments spent on direct medical costs exceeds 10% of their monthly household income. Catastrophic expenditure is health spending not covered by any public or private health scheme when the health cost spent is higher than the household income [12, 23].
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Medical impoverishment is calculated based on the poverty line of the state or country. It occurs when a household that is above the poverty line is pushed below the line after incurring household expenditures for healthcare. We used the Malaysian Poverty Line Income for 2019 stratified for urban and rural areas in the Selangor state [12, 23].
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Quintiles is a way of measuring income inequality. It ranks all households by income, from lowest to highest, and divides all households into five quintiles. This calculation measures the distribution of income among the five groups compared to the total. The first quintile (Q1) is the lowest fifth, the second quintile (Q2) is the next lowest, and so on [24].
Data analysis
Results
Demographic and socio-economic profile
Profile | N = 1092 | N = 1003 | |
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Age in years, mean (SD) | 48.8 (15.5) | 48.3 (15.1) | |
Gender, n (%) | Male Female | 376 (34.4) 716 (65.6) | 344 (34.3) 659 (65.7) |
Ethnicity, n (%) | Malay Chinese Indian Others | 590 (54.0) 111 (10.2) 374 (34.2) 17 (1.6) | 551(55.0) 90 (8.9) 346 (34.5) 16 (1.6) |
Level of education, n (%) | No formal Primary Secondary Tertiary | 49 (4.5) 292 (26.7) 505 (46.3) 246 (22.4) | 38 (3.8) 262 (26.1) 473 (47.1) 230 (22.9) |
Occupation, n (%) | Not working Retired Working | 418 (38.4) 132 (12.1) 542 (49.5) | 374 (37.3) 113 (11.3) 516 (51.4) |
Working sector, n (%) | Public Private Self-employed | 65 (12.0) 398 (73.4) 79 (14.6) | 60 (11.6) 380 (73.6) 76 (14.7) |
*Household income category, n (%) (Classification in Malaysia) | B40 M40 T20 | 824 (75.5) 178 (16.3) 18 (1.7) | 819 (80.9) 175 (17.3) 18 (1.8) |
#Main source of health payment, n (%) | Personal savings Employment benefit Private insurance Others | 667 (61.1) 165 (15.1) 56 (5.1) 132 (12.1) | 654 (65.2) 159(15.8) 55 (5.5) 131 (13.1) |
Household size mean (SD) | 4 (1.85) | 4.58 (1.63) | |
Personal monthly income, mean (SD) in MYR | 1,258.00 (1,542.00) | 1,317.90 (1,565.54) | |
Household monthly income, mean (SD) in MYR | 3,168.00 (2,558.00) | 3,181.66 (2,570.10) | |
+Asthma control Well-controlled Poorly controlled | 372 (34.1) 720 (65.9) | 338 (33.6) 665 (66.4) |
Out-of-pocket payment for outpatient asthma-related care
Mean (MYR) (%) | SE (95% CI) | |
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Total monthly direct cost | 22.33 | 4.41 (13.67-31.00) |
Outpatient clinic visit (s) | 3.94 (17.65%) | 0.63 (2.71–5.17) |
Prescribed asthma medication(s) | 1.68 (7.53%) | 0.40 (0.90–2.47) |
Over-the-counter asthma medication(s) | 1.59 (7.12%) | 0.31 (0.97–2.21) |
Devices for asthma | 0.32 (1.43%) | 0.06 (5.87–6.88) |
Transportation | 6.37 (28.52%) | 0.26 (5.87–6.88) |
CAM for asthma | 8.43 (37.75%) | 4.28 (0.03–16.82) |
Catastrophic health expenditure and medical impoverishment
Out-of-pocket payment (including transportation costs) | ||||||
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Quintiles of household income | Q1 | Q2 | Q3 | Q4 | Q5 | Total |
Complete data (N) | 204 | 213 | 232 | 155 | 199 | 1,003 |
Proportion meeting criteria for poverty at baseline | ||||||
mean | 100.0 | 100.0 | 0 | 0 | 0 | 41.5 |
SE | 1.56 | |||||
95% CI lower bound | 38.5 | |||||
95% CI upper bound | 44.6 | |||||
Out-of-pocket payment as % of household income | ||||||
mean | 3.02 | 1.03 | 0.67 | 1.07 | 0.29 | 1.21 |
SE | 0.80 | 0.23 | 0.09 | 0.65 | 0.04 | 0.20 |
95% CI lower bound | 1.45 | 0.58 | 0.48 | -0.20 | 0.22 | 0.82 |
95% CI upper bound | 4.58 | 1.49 | 0.85 | 2.35 | 0.36 | 1.60 |
Proportion meeting criteria for catastrophic health expenditure (10% income threshold) | ||||||
mean | 6.37 | 0.47 | 0.86 | 0.65 | 0.00 | 1.69 |
SE | 1.71 | 0.47 | 0.61 | 0.65 | 0.41 | |
95% CI lower bound | 3.01 | -0.45 | -0.33 | -0.62 | 0.89 | |
95% CI upper bound | 9.74 | 1.39 | 2.06 | 1.91 | 2.50 | |
Proportion meeting criteria for medical impoverishment | ||||||
mean | *NA | *NA | 0.43 | 0.65 | 0.00 | 0.34 |
SE | 0.43 | 0.65 | 0.24 | |||
95% CI lower bound | -0.42 | -0.62 | -0.13 | |||
95% CI upper bound | 1.28 | 1.91 | 0.81 |
Out-of-pocket payment (excluding transportation costs) | ||||||
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Quintiles of household income | Q1 | Q2 | Q3 | Q4 | Q5 | Total |
Complete data (N) | 204 | 213 | 232 | 155 | 199 | 1,003 |
Proportion meeting criteria for poverty at baseline | ||||||
mean | 100.0 | 100.0 | 0 | 0 | 0 | 41.5 |
SE | 1.56 | |||||
95% CI lower bound | 38.5 | |||||
95% CI upper bound | 44.6 | |||||
Out-of-pocket payment as % of household income | ||||||
mean | 1.98 | 0.65 | 0.41 | 0.93 | 0.19 | 0.82 |
SE | 0.74 | 0.23 | 0.09 | 0.65 | 0.03 | 0.19 |
95% CI lower bound | 0.53 | 0.20 | 0.23 | -0.34 | 0.12 | 0.45 |
95% CI upper bound | 3.44 | 1.09 | 0.59 | 2.21 | 0.25 | 1.19 |
Proportion meeting criteria for catastrophic health expenditure (10% income threshold) | ||||||
mean | 4.90 | 0.47 | 0.86 | 0.65 | 0.00 | 1.40 |
SE | 1.52 | 0.47 | 0.61 | 0.65 | 0.37 | |
95% CI lower bound | 1.93 | -0.45 | -0.33 | -0.62 | 0.67 | |
95% CI upper bound | 7.88 | 1.39 | 2.06 | 1.91 | 2.12 | |
Proportion meeting criteria for medical impoverishment | ||||||
mean | *NA | *NA | 0.43 | 0.65 | 0.00 | 0.34 |
SE | 0.43 | 0.65 | 0.24 | |||
95% CI lower bound | -0.42 | -0.62 | -0.13 | |||
95% CI upper bound | 1.28 | 1.91 | 0.81 |
Predictors of catastrophic health expenditure
Risk of catastrophic health expenditure (including the cost of transportation) | Risk of catastrophic health expenditure (excluding the cost of transportation) | |||
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Variable | Odds ratio | 95% CI | Odds ratio | 95% CI |
Age (years) | ||||
18–65 65 and above (elderly) | 1 1.05 | 0.32–3.48 | 1 0.57 | 0.13–2.47 |
Gender | ||||
Female Male | 1 0.50 | 0.15–1.68 | 1 0.74 | 0.21–2.54 |
HH income Quintiles | ||||
Q1 Q2 Q3 Q4 and Q5 | 1 0.06 0.12 0.04 | 0.01-0.50-2 0.03–0.57 0.00-0.31 | 1 0.08 0.14 0.04 | 0.01–0.62 0.03–0.68 0.01–0.36 |
Ethnicity | ||||
Malay Indian Others | 1 0.58 1.01 | 0.19–1.76 0.19–5.20 | 1 0.60 1.53 | 0.17–2.04 0.28–8.24 |
Asthma control | ||||
Poorly controlled Well-controlled | 1 0.50 | 0.15–1.60 | 1 0.47 | 0.13–1.76 |