human/type 39 strain SF 299 model data [1]
| Dose |
Infected |
Non-infected |
Total |
| 0.05 |
0 |
11 |
11 |
| 0.15 |
2 |
7 |
9 |
| 0.5 |
8 |
16 |
24 |
| 5 |
5 |
11 |
16 |
| 50 |
47 |
15 |
62 |
|
Goodness of fit and model selection
| Model |
Deviance |
Δ |
Degrees
of freedom |
χ20.95,1
p-value |
χ20.95,m-k
p-value |
| Exponential |
50.3 |
44.3 |
4 |
3.84
2.76e-11 |
9.49
3.06e-10 |
| Beta Poisson |
6.01 |
3 |
7.81
0.111 |
| 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 |
2.24E-01 |
9.88E-04 |
1.40E-01 |
1.53E-01 |
3.71E-01 |
4.27E-01 |
7.63E-01 |
| N50 |
3.29E+00 |
1.90E-02 |
1.34E+00 |
1.59E+00 |
7.67E+00 |
9.27E+00 |
1.59E+01 |
|

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
References