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Table 3 Results for regressions of log total cost on service volume and other potential predictors

From: The cost determinants of routine infant immunization services: a meta-regression analysis of six country studies

Variablea

Model specification

1

2

3

4

5

Intercept

9.44 (0.45)

9.44 (0.25)

9.43 (0.16)

9.43 (0.16)

9.48 (0.13)

Service volume

 log(doses)

1.10 (0.03)

1.10 (0.03)

1.13 (0.04)

1.04 (0.20)

 log(doses) squared

–0.04 (0.02)

–0.01 (0.02)

–0.01 (0.02)

0.10 (0.03)

Other predictors

 log(GDP)

0.41 (0.16)

0.31 (0.17)

0.39 (0.14)

 Government owned

–0.13 (0.09)

–0.14 (0.09)

–0.15 (0.08)

 Hospital

0.34 (0.09)

0.31 (0.09)

0.27 (0.08)

 Percent outreach

0.11 (0.04)

0.11 (0.04)

0.08 (0.03)

 Percent management

0.13 (0.03)

0.13 (0.03)

0.13 (0.03)

 DTP3 per dose

0.15 (0.02)

0.15 (0.02)

0.13 (0.02)

 Rural

–0.02 (0.06)

–0.04 (0.06)

 ANC4

0.14 (0.08)

0.12 (0.07)

 Wealth ratio

–0.06 (0.04)

–0.07 (0.03)

Random effects included

 Country r.e.s for intercept

+

+

+

+

+

 Province r.e.s for intercept

+

+

+

+

+

 Country r.e.s for log(doses)

+

Variance parameters

 Error term

0.86 (0.04)

0.39 (0.02)

0.35 (0.02)

0.35 (0.02)

0.32 (0.01)

 SD of country r.e.s, intercept

0.93 (0.48)

0.55 (0.27)

0.34 (0.24)

0.32 (0.23)

0.24 (0.21)

 SD of province r.e.s, intercept

0.44 (0.10)

0.19 (0.04)

0.19 (0.04)

0.20 (0.04)

0.14 (0.03)

 SD of country r.e.s, log(doses)

0.46 (0.23)

 WAICb

828.2

335.2

273.2

270.9

212.4

 Sample size

316

316

316

316

316

  1. aCountry and province random effects not shown. Predictors are standardized; thus, fitted coefficients for continuous variables (e.g., log(doses)) represent the increase in log total costs observed for a 1.0 standard deviation increase in the variable. Values in parentheses represent standard errors
  2. bWatanabe-Akaike information criterion (WAIC) describes out-of-sample prediction accuracy for the fitted model, with lower values suggesting better model fit
  3. SD standard deviation, r.e. random effect