Table 3.
Four-level mixed-effect probit model (Part 1: selection equation) |
Three-level mixed-effect linear model with log link and gamma distribution (Part 2: regression equation) |
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Adjusted Marginal Probability |
[95% CI] | P Value | Adjusted Rate Ratio | [95% CI] | P Value | |||
Fixed Effects | ||||||||
Household head's social capitala | ||||||||
H-SoS | 0.02 | * | [0.001, 0.03] | 0.04 | Not included in adjusted modele | |||
H-TR | −0.01 | [-0.03, 0.004] | 0.20 | 1.31 | # | [0.96, 1.79] | 0.09 | |
H-SC | Not included in adjusted modele | 0.78 | # | [0.58, 1.06] | 0.11 | |||
Community social capitala | ||||||||
C-OP | −0.004 | [-0.02, 0.02] | 0.69 | 0.90 | [0.73, 1.11] | 0.34 | ||
C-SoS | 0.02 | # | [-0.002, 0.04] | 0.09 | 0.93 | [0.75, 1.13] | 0.45 | |
C-TR | Not included in adjusted modele | 0.90 | # | [0.78, 1.04] | 0.14 | |||
C-SC | −0.03 | * | [-0.06, −0.01] | 0.02 | 0.92 | [0.71, 1.18] | 0.49 | |
Characteristics of Healthcare Event | ||||||||
Cause of health-seeking (Ref: Acute Illness) | ||||||||
Pregnancy or delivery | 0.08 | * | [0.02, 0.15] | 0.00 | 1.18 | [0.71, 1.96] | 0.00 | |
Chronic illness | 0.02 | # | [-0.01, 0.06] | 0.88 | [0.61, 1.28] | |||
Accident or injury | 0.08 | ** | [0.02, 0.15] | 1.30 | [0.83, 2.04] | |||
Others | −0.04 | * | [-0.07, −0.01] | 0.45 | *** | [0.29, 0.69] | ||
Sequence of health visits (Ref: First) | ||||||||
Second | −0.03 | ** | [-0.06, −0.01] | 0.00 | 0.65 | * | [0.47, 0.91] | 0.02 |
Third | −0.05 | *** | [-0.08, −0.02] | 0.61 | # | [0.35, 1.05] | ||
Healthcare provider (Ref: Public) | ||||||||
Private | 0.04 | ** | [0.01, 0.07] | 0.00 | 0.94 | [0.67, 1.32] | 0.00 | |
Informal | −0.07 | ** | [-0.10, −0.03] | 0.25 | *** | [0.12, 0.49] | ||
Member's Characteristics | ||||||||
Patient's age categories (Ref: 0–15 years) | ||||||||
16–49 years | 0.03 | # | [-0.001, 0.07] | 0.12 | 1.77 | * | [1.10, 2.84] | 0.06 |
50 yeas or above | 0.05 | # | [-0.001, 0.10] | 1.59 | # | [0.94, 2.68] | ||
Relationship with household head (Ref: Self) | ||||||||
Spouse | Not included in adjusted modele | 1.07 | [0.73, 1.57] | 0.92 | ||||
Child/Parents | 1.17 | [0.75, 1.83] | ||||||
Others | 1.12 | [0.59, 2.13] | ||||||
Employment (Ref: Unemployed) | ||||||||
Employed | −0.03 | # | [-0.06, 0.004] | 0.11 | Not included in adjusted modele | |||
Disability (Ref: No) | ||||||||
Yes | 0.07 | # | [-0.01, 0.14] | 0.06 | Not included in adjusted modele | |||
Household Head's Characteristics | ||||||||
Age categories (Ref: less than 30 years) | ||||||||
31-40 | −0.04 | # | [-0.09, 0.003] | 0.03 | Not included in adjusted modele | |||
41-50 | −0.06 | * | [-0.10, −0.01] | |||||
51-60 | −0.03 | [-0.09, 0.02] | ||||||
61 and above | −0.09 | ** | [-0.15, −0.04] | |||||
Education (Ref: No Education) | ||||||||
Up to primary | −0.002 | [-0.04, 0.04] | 0.19 | Not included in adjusted modele | ||||
Up to secondary | −0.01 | [-0.05, 0.03] | ||||||
Above secondary | −0.06 | * | [-0.11, −0.01] | |||||
Household head's occupation (Ref: Agriculture) | ||||||||
Wage laborer | 0.03 | [-0.01, 0.07] | 0.33 | Not included in adjusted modele | ||||
Self-employed & Salaried | 0.02 | [-0.03, 0.07] | ||||||
Unemployed | 0.03 | [-0.02, 0.08] | ||||||
Freedom of decision making (Ref; Low) | ||||||||
High | −0.03 | [-0.08, 0.02] | 0.22 | 1.06 | [0.69, 1.62] | 0.80 | ||
Household's Characteristics | ||||||||
Household caste (Ref: General) | ||||||||
ST/SC | Not included in adjusted modele | 0.82 | [0.55, 1.23] | 0.58 | ||||
OBC and Others | 0.82 | [0.54, 1.23] | ||||||
Caste concordanceb (Ref: No) | ||||||||
Yes | Not included in adjusted modele | 0.86 | [0.64, 1.16] | 0.32 | ||||
Household wealth (Ref: Poorest) | ||||||||
Poorer | 0.02 | [-0.03, 0.07] | 0.51 | 1.46 | # | [0.96, 2.24] | 0.35 | |
Medium | −0.001 | [-0.05, 0.05] | 1.34 | [0.85, 2.11] | ||||
Richer | −0.01 | [-0.06, 0.04] | 1.51 | # | [0.94, 2.41] | |||
Richest | −0.02 | [-0.07, 0.02] | 1.55 | # | [0.93, 2.59] | |||
Financial stability of the household (Ref: Worsen) | ||||||||
Stable | −0.10 | *** | [-0.13, −0.06] | 0.00 | Not included in adjusted modele | |||
Improved | −0.15 | *** | [-0.20, −0.11] | |||||
Household member number (Count) | Not included in adjusted modele | 1.02 | [0.95, 1.10] | 0.57 | ||||
Monthly health expenditure (per Int.$100)c | 0.006 | *** | [0.004, 0.007] | 0.00 | 1.04 | *** | [1.02, 1.06] | 0.00 |
Community's Characteristics | ||||||||
Census block (Ref: Behadar) | ||||||||
Kachhauna | 0.03 | [-0.02, 0.09] | 0.10 | 1.83 | # | [1.00, 3.33] | 0.40 | |
Kothwan | 0.04 | # | [-0.01, 0.09] | 1.25 | [0.76, 2.07] | |||
Kasmanda | 0.01 | [-0.03, 0.06] | 1.27 | [0.73, 2.21] | ||||
Machhrehta | 0.08 | ** | [0.03, 0.13] | 1.12 | [0.68, 1.83] | |||
Sidhauli | 0.02 | [-0.02, 0.07] | 1.04 | [0.65, 1.68] | ||||
Community wealthd | Not included in adjusted modele | 0.98 | [0.83, 1.15] | 0.77 | ||||
Community reciprocity | Not included in adjusted modele | 0.65 | * | [0.44, 0.95] | 0.03 | |||
Random Effects | ||||||||
Level 4: Community variance | 0.18 | |||||||
Level 4: ICC | 0.03 | |||||||
Level 3: Household variance | 2.48 | ~0.001 | ||||||
Level 3: ICC | 0.35 | ~0.001 | ||||||
Level 2: Household members variance | 2.26 | 0.57 | ||||||
Level 2: ICC | 0.47 | 0.69 | ||||||
Fit Statistics | ||||||||
Log-likelihood (LL) | −1041 | −3032 | ||||||
Akaike information criterion (AIC) | 2170 | 6140 | ||||||
Observations | 3063 | 464 |
Note: The adjusted regressions include data from 3063 health events of 2124 individual household members from 1758 households within 324 communities or sampling clusters, *** = p < 0.001, ** = p < 0.01, * = p < 0.05, # = p < 0.20.
a = Social capital scores were measured as the standardized factor score generated by multi-level confirmatory factor analysis of social capital indicators of Shortened Adapted Social Capital Assessment Tool in India (SASCAT-I).
b = Caste concordance: Household caste is the same as the caste of the majority of the population in the community.
c = Int.$ is calculated using Purchasing Power Parity (PPP) 2017 of India: 1 Int..$ = 20.648 Rup (https://data.worldbank.org/indicator/PA.NUS.PPP?locations=IN).
d = Community wealth is measured by the average of the individual household wealth index generated by PCA.
H-SoS = Household head's social support, H-TR = Household head's trust, H-SC = Household head's social cohesion.
C-OP = Community organizational participation, C-SoS = Community social support, C-TR = Community trust.
C-SC = Community social cohesion.
e = Variable was not included in the adjusted model as it did not present a significant association in the unadjusted model. Please, see the supplement 5 in the Additional File 1 for more information.