Table 3.
Estimated type I error rates for testing the equality of the indices under a simulation model based on normal distributions and skewed distribution (in parentheses). The symbols in the table heading are the following simulation parameters: AUC - is the degree of separation between the distribution of FP and TP ratings; b - is the ratio of the standard deviation of FP ratings to that of TP ratings; λ - is the average number of FP marks per subject; ν - is the average proportion of the marked lesions t - is the number of lesions on an actually positive subject. The estimates of the type I error rate are based on 10 000 simulations which results in a maximum possible estimation standard error of 0.005.
| AUC=0.5 | AUC=0.7 | AUC=0.9 | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| λ=1.0 | λ=1.0 | λ=1.0 | |||||||||
| θ | A1 | A2 | θ | A1 | A2 | θ | A1 | A2 | |||
| 1∕b | t | υ | |||||||||
| 1 | 1 | 0.5 | 0.055 | 0.057 | 0.055 | 0.056 | 0.052 | 0.053 | 0.051 | 0.050 | 0.051 |
| (0.056) | (0.058) | (0.058) | (0.057) | (0.053) | (0.054) | (0.051) | (0.051) | (0.050) | |||
| 0.9 | 0.048 | 0.052 | 0.053 | 0.051 | 0.053 | 0.052 | 0.041 | 0.046 | 0.050 | ||
| (0.048) | (0.053) | (0.052) | (0.052) | (0.055) | (0.055) | (0.042) | (0.047) | (0.048) | |||
| 3 | 0.5 | 0.055 | 0.056 | 0.054 | 0.053 | 0.053 | 0.051 | 0.042 | 0.046 | 0.049 | |
| (0.057) | (0.056) | (0.057) | (0.054) | (0.051) | (0.052) | (0.044) | (0.047) | (0.048) | |||
| 0.9 | 0.046 | 0.054 | 0.055 | 0.037 | 0.051 | 0.050 | 0.002 | 0.025 | 0.031 | ||
| (0.053) | (0.055) | (0.055) | (0.048) | (0.054) | (0.053) | (0.004) | (0.027) | (0.030) | |||
| 2 | 1 | 0.5 | 0.054 | 0.055 | 0.058 | 0.054 | 0.053 | 0.054 | 0.053 | 0.054 | 0.053 |
| (0.057) | (0.058) | (0.059) | (0.054) | (0.054) | (0.054) | (0.054) | (0.051) | (0.053) | |||
| 0.9 | 0.049 | 0.048 | 0.050 | 0.046 | 0.051 | 0.050 | 0.038 | 0.045 | 0.047 | ||
| (0.050) | (0.047) | (0.050) | (0.047) | (0.049) | (0.051) | (0.039) | (0.042) | (0.046) | |||
| 3 | 0.5 | 0.049 | 0.054 | 0.053 | 0.046 | 0.050 | 0.049 | 0.039 | 0.044 | 0.047 | |
| (0.051) | (0.056) | (0.056) | (0.048) | (0.052) | (0.050) | (0.039) | (0.045) | (0.046) | |||
| 0.9 | 0.035 | 0.045 | 0.046 | 0.019 | 0.049 | 0.050 | 0.000 | 0.011 | 0.027 | ||
| (0.049) | (0.049) | (0.050) | (0.031) | (0.052) | (0.050) | (0.000) | (0.009) | (0.025) | |||
| AUC=0.8 | |||||||||||
| λ=0.5 | λ=1.0 | λ=2.0 | |||||||||
| θ | A1 | A2 | θ | A1 | A2 | θ | A1 | A2 | |||
| 1∕b | t | υ | |||||||||
| 1 | 1 | 0.5 | 0.056 | 0.055 | 0.054 | 0.052 | 0.053 | 0.054 | 0.051 | 0.055 | 0.054 |
| (0.056) | (0.055) | (0.056) | (0.052) | (0.054) | (0.055) | (0.052) | (0.055) | (0.056) | |||
| 0.9 | 0.046 | 0.046 | 0.045 | 0.046 | 0.049 | 0.053 | 0.049 | 0.046 | 0.048 | ||
| (0.046) | (0.047) | (0.047) | (0.048) | (0.052) | (0.050) | (0.050) | (0.052) | (0.049) | |||
| 3 | 0.5 | 0.047 | 0.049 | 0.051 | 0.045 | 0.050 | 0.048 | 0.051 | 0.056 | 0.057 | |
| (0.049) | (0.052) | (0.051) | (0.048) | (0.051) | (0.048) | (0.054) | (0.056) | (0.056) | |||
| 0.9 | 0.005 | 0.028 | 0.033 | 0.018 | 0.042 | 0.045 | 0.035 | 0.047 | 0.047 | ||
| (0.012) | (0.033) | (0.032) | (0.036) | (0.045) | (0.048) | (0.051) | (0.048) | (0.049) | |||
| 2 | 1 | 0.5 | 0.054 | 0.053 | 0.053 | 0.054 | 0.055 | 0.056 | 0.052 | 0.054 | 0.055 |
| (0.061) | (0.061) | (0.061) | (0.051) | (0.051) | (0.051) | (0.052) | (0.055) | (0.054) | |||
| 0.9 | 0.041 | 0.043 | 0.046 | 0.041 | 0.047 | 0.048 | 0.046 | 0.051 | 0.052 | ||
| (0.040) | (0.043) | (0.045) | (0.043) | (0.045) | (0.047) | (0.047) | (0.052) | (0.052) | |||
| 3 | 0.5 | 0.041 | 0.046 | 0.046 | 0.047 | 0.045 | 0.047 | 0.047 | 0.052 | 0.054 | |
| (0.039) | (0.041) | (0.040) | (0.046) | (0.048) | (0.048) | (0.049) | (0.052) | (0.050) | |||
| 0.9 | 0.001 | 0.021 | 0.033 | 0.003 | 0.032 | 0.036 | 0.014 | 0.042 | 0.048 | ||
| (0.001) | (0.016) | (0.027) | (0.006) | (0.036) | (0.043) | (0.017) | (0.046) | (0.044) | |||