TABLE 1.
Sampling strategy | Standard DCM | DCM with initialization | |||
---|---|---|---|---|---|
n | Train | Test | Train | Test | |
t = 0.5, 4, 12, 24, 36, 48 | 120 | 99.0 ± 0.21 | 99.1 ± 0.25 | 99.6 ± 0.12 | 99.4 ± 0.16 |
60 | 93.3 ± 13.0 | 93.0 ± 12.5 | 98.9 ± 0.42 | 97.9 ± 0.18 | |
20 | 89.5 ± 1.09 | 84.4 ± 1.79 | 92.8 ± 1.76 | 88.7 ± 3.27 | |
t = 4, 24, 48 | 120 | 65.2 ± 8.68 | 65.3 ± 8.86 | 97.8 ± 0.33 | 97.8 ± 0.41 |
60 | 60.7 ± 0.61 | 59.5 ± 0.62 | 96.0 ± 0.85 | 94.8 ± 0.97 | |
20 | 58.2 ± 0.99 | 59.1 ± 0.71 | 96.3 ± 1.18 | 90.1 ± 2.00 | |
t = 8, 30 | 120 | 75.9 ± 0.65 | 76.1 ± 1.08 | 90.8 ± 6.63 | 90.3 ± 6.19 |
60 | 72.4 ± 1.33 | 73.6 ± 1.19 | 81.4 ± 3.29 | 83.0 ± 3.08 | |
20 | 66.8 ± 1.78 | 61.2 ± 1.41 | 77.7 ± 4.82 | 76.5 ± 2.19 | |
t = 24 | 120 | 28.6 ± 3.69 | 28.9 ± 5.31 | 76.2 ± 2.74 | 76.0 ± 2.41 |
60 | 29.2 ± 1.21 | 29.4 ± 1.02 | 66.8 ± 2.23 | 65.2 ± 2.14 | |
20 | 29.6 ± 2.68 | 32.2 ± 1.92 | 73.7 ± 1.83 | 72.9 ± 1.80 |
Note: Train and test accuracy is represented as the percentage of predictions within 0.05 IU ml−1 of true simulated FVIII levels ≥0.15 and within 0.02 IU ml−1 of levels <0.15. Time points are in hours. is the number of patients in the train set. Test set size is the remainder of 500 – . Values are represented as the mean ± one SD of five replicates.
Abbreviations: DCM, deep compartment model; FVIII, factor VIII.