Mouse/ KIM D27 model data [1]
Dose |
Dead |
Survived |
Total |
100 |
0 |
10 |
10 |
1000 |
2 |
8 |
10 |
1E+04 |
6 |
4 |
10 |
1E+05 |
10 |
0 |
10 |
|
Goodness of fit and model selection
Model |
Deviance |
Δ |
Degrees
of freedom |
χ20.95,1
p-value |
χ20.95,m-k
p-value |
Exponential |
1.21 |
0.138 |
3 |
3.84
0.711 |
7.81
0.75 |
Beta Poisson |
1.07 |
2 |
5.99
0.585 |
Exponential is preferred to beta-Poisson; cannot reject good fit for exponential. |
|
Optimized k parameter for the exponential model, from 10000 bootstrap iterations
Parameter |
MLE estimate |
Percentiles |
0.5% |
2.5% |
5% |
95% |
97.5% |
99.5% |
k |
1.07E-04 |
3.85E-05 |
4.70E-05 |
5.57E-05 |
1.93E-04 |
2.22E-04 |
3.29E-04 |
ID50/LD50/ETC* |
6.47E+03 |
2.11E+03 |
3.12E+03 |
3.59E+03 |
1.24E+04 |
1.48E+04 |
1.80E+04 |
*Not a parameter of the exponential model; however, it facilitates comparison with other models. |
|

Parameter histogram for exponential model (uncertainty of the parameter)

Exponential model plot, with confidence bounds around optimized model
References