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Table 4 Heckman model for determinants of utilization formal care (n = 1884) and of OOPE on medical treatment (n = 494) run on a sample of 2740 acute ill episodes

From: Determinants of healthcare seeking and out-of-pocket expenditures in a “free” healthcare system: evidence from rural Malawi

 

First part selection eqn.: Utilization of formal healthcare services (in the last 4 weeks)

Second part primary equation: Out-of-pocket expenditures1 on medical treatment

Explanatory variables

Coeff

SE2

P-value

Coeff

SE2

P-value

Distance to the closest health facility (km)

−0.090**

0.037

0.015

   

Age

 5–14 years

−0.509***

0.140

< 0.001

98.934

77.943

0.25

 15–39 years

−0.722***

0.145

< 0.001

238.548**

99.862

0.017

 39+ years

−0.973***

0.187

< 0.001

210.440

166.323

0.21

Female

0.172*

0.097

0.076

−56.623

72.883

0.44

Any formal education

0.109

0.100

0.28

−18.193

78.430

0.82

Being household head

0.170

0.141

0.23

304.119**

146.076

0.037

Chronic illness reported

−0.353***

0.121

0.004

286.869**

122.242

0.019

Illness duration (days)

0.031***

0.006

< 0.001

9.838**

4.013

0.014

Limitation imposed on routine activities

0.746***

0.094

< 0.001

−56.257

77.537

0.47

Hospitalization

7.006***

0.226

< 0.001

713.743***

235.554

0.002

Accompanying persons

0.016

0.083

0.85

162.949**

69.195

0.019

Socio economic status (wealth quartiles)

 Poor (2nd wealth quartile)

−0.166

0.133

0.21

213.333***

90.557

0.018

 Less poor (3rd wealth quartile)

0.080

0.133

0.55

322.699***

101.033

0.001

 Least poor (4th wealth quartile)

0.234*

0.134

0.081

321.486***

102.957

0.002

Household size

5+ members

−0.212**

0.093

0.022

−75.62657

72.028

0.30

Urban

−0.126

0.196

0.52

692.753***

208.922

0.001

  1. Wald test of indep. Eqns. (rho = 0): chi2 (1) = 11.96***
  2. Prob > chi2 = 0.0005
  3. eqn. equation, Coeff Coefficient, SE standard error
  4. *** Significant at 1%, ** significant at 5%, * significant at 10%
  5. 1Out-of-pocket spending includes facility healthcare costs
  6. 2Robust SE adjusted for individual level