Experiment ID
96, 100, 166
Pathogen
Contains Preferred Model
0
Host type
# of Doses
7.00
Μodel
a
3.75E-01
N50
1.78E+05
LD50/ID50
1.78E+05
Dose Units
Response
Agent Strain
ETEC B7A
Exposure Route
Experiment Dataset
Description: 
Dose response data
Dose Positive stool isolation No positive stool isolation Total
1E+06 3 1 4
1E+08 4 1 5
1E+08 5 0 5
1E+08 5 0 5
1E+10 5 0 5
1E+10 5 0 5
1E+10 5 0 5

 

Goodness of fit and model selection
Model Deviance Δ Degrees 
of freedom
χ20.95,1 
p-value
χ20.95,m-k 
p-value
Exponential 64.1 61.4 6 3.84 
4.77e-15
12.6 
6.67e-12
Beta Poisson 2.71 5 11.1 
0.745
Beta-Poisson fits better than exponential; cannot reject good fit for beta-Poisson.

 

Optimized parameters for the beta-Poisson model, from 10000 bootstrap iterations
Parameter MLE estimate Percentiles
0.5% 2.5% 5% 95% 97.5% 99.5%
α 3.75E-01 1.29E-01 1.34E-01 1.34E-01 9.97E+00 9.97E+00 1.07E+01
N50 1.78E+05 3.63E-01 3.63E-01 3.63E-01 2.46E+06 3.48E+06 6.09E+06

 

Parameter scatter plot for beta Poisson model ellipses signify the 0.9, 0.95 and 0.99 confidence of the parameters.

beta Poisson model plot, with confidence bounds around optimized model