Skip to main content
. 2019 Dec 3;8:e50468. doi: 10.7554/eLife.50468

Table 3. Transmission models fitted to prospectively collected, genotyped swab data on the acquisition of third-generation cephalosporin-resistant (3GC-R) Klebsiella pneumoniae sensu lato.

The table shows the parameters, prior and posterior distributions along with the WAIC (model comparison measure where lower values indicate a better fit to data). See methods for equations. Normal prior distributions show the mean and standard deviation respectively within brackets, beta prior distributions show the two shape parameters within brackets.

Transmission Model
(Equations in Methods)
Parameters Priors Posterior Median
(95% CrI)*
WAIC
(1) Constant risk of
transmission
α (intercept) beta(2, 8) 0.0038 (0.0032, 0.0044) 1919
(2) Pseudo mass action (PMA)
principal
α (intercept)
β (transmission)
beta(2, 8)
beta(2, 8)
0.0019 (0.0015, 0.0024)
0.0096 (0.0075, 0.012)
1739
(3) PMA plus environmen-
tal contamination, from
colonised patients, which
decays over time
α (intercept)
β (transmission)
γ (environment)
λ (decay term)
beta(2, 8)
beta(2, 8)
beta(2, 8)
half-normal(1, 2)
0.0019 (0.0014, 0.0023)
0.0088 (0.0063, 0.011)
0.097 (0.0086, 0.37)
4.7 (2.2, 7.1)
1740
(4) Hierarchical PMA varying
transmission coefficient
by ST4
α (intercept)
β (transmission)
αs (beta shape 1)
βs (beta shape 2)
beta(2, 8)
beta(αs , βs )
half-normal(2, 5)
half-normal(8, 5)
0.0021 (0.0016, 0.0026)
Varies by ST§
0.23 (0.14, 0.38)
17 (9.7, 25)
1733
(5) Hierarchical PMA varying
intercept by ST§
α (intercept)
β (transmission)
αs (beta shape 1)
βs (beta shape 2)
beta(αs , βs )
beta(2, 8)
half-normal(2, 5)
half-normal(8, 5)
Varies by ST§
0.0094 (0.0073, 0.012)
0.23 (0.16, 0.31)
21 (13, 29)
1793

* 95% Credible interval.  Widely applicable information criterion (WAIC).  Transmission parameter that is multiplied by the number of infants colonised with the sequence type on the same day to give the force of infection (colonisation pressure). § 3GC-R K. pneumoniae s.l. sequence type (ST).