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Table 4 Mean absolute error and standard deviation (mean ± SD) for relevant dose-volume metrics on the target and several organs for lung cancer testing for the Mask and AB models. The values are expressed as a percentage of the prescription dose (ranging from 42.5 to 60 Gy) for the metrics reporting the dose received by x % of volume (Dx) and an absolute difference for the metrics reporting the volume (in %) receiving a dose of y Gy (Vy)

From: Dose prediction of CyberKnife Monte Carlo plan for lung cancer patients based on deep learning: robust learning of variable beam configurations

 

Mask Model

AB Model

MaskO

Mask

MaskR

ABO

AB

ABR

PTV

      

D98 (% of Dpre)

16.11 ± 3.31

3.68 ± 3.18

2.98 ± 2.82

2.10 ± 1.31

2.05 ± 1.25

2.64 ± 1.92

D95 (% of Dpre)

14.45 ± 2.82

4.36 ± 3.32

2.55 ± 1.80

2.19 ± 1.21

2.39 ± 1.60

3.30 ± 1.86

D90 (% of Dpre)

13.12 ± 2.76

5.15 ± 3.85

3.03 ± 1.75

2.67 ± 1.36

2.92 ± 1.66

3.86 ± 1.86

D50 (% of Dpre)

12.60 ± 3.42

6.08 ± 4.08

4.29 ± 2.97

3.34 ± 2.00

2.93 ± 1.74

4.04 ± 1.55

D5 (% of Dpre)

13.67 ± 3.43

4.70 ± 3.04

3.47 ± 2.94

2.27 ± 1.82

1.80 ± 1.55

1.56 ± 1.30

D2 (% of Dpre)

12.07 ± 3.79

5.59 ± 3.91

3.52 ± 3.21

2.58 ± 1.98

1.97 ± 1.51

1.70 ± 1.44

Lungs

      

Dmean (% of Dpre)

1.47 ± 1.09

1.99 ± 1.43

1.11 ± 0.57

1.13 ± 0.53

1.92 ± 0.45

1.50 ± 0.21

V5 (% of volume)

5.53 ± 5.52

8.56 ± 6.91

3.30 ± 2.10

3.96 ± 3.35

4.49 ± 3.50

4.02 ± 1.77

V20 (% of volume)

0.74 ± 0.74

0.84 ± 0.83

0.47 ± 0.44

0.24 ± 0.17

0.24 ± 0.17

0.46 ± 0.26

V30 (% of volume)

0.52 ± 0.57

0.31 ± 0.41

0.22 ± 0.19

0.10 ± 0.07

0.13 ± 0.08

0.23 ± 0.14

Heart

      

V10 (% of volume)

0.77 ± 1.28

1.02 ± 1.35

0.69 ± 1.30

0.89 ± 1.78

0.83 ± 1.94

0.69 ± 1.53

Esophagus

      

D2 (% of Dpre)

4.98 ± 3.43

5.27 ± 4.31

3.82 ± 4.71

2.77 ± 2.38

2.67 ± 1.98

2.90 ± 2.67

V10 (% of volume)

5.44 ± 8.12

4.29 ± 7.73

5.05 ± 11.80

3.04 ± 5.37

3.36 ± 5.81

5.88 ± 10.19

Spinal cord

      

D2 (% of Dpre)

5.28 ± 2.90

4.68 ± 2.92

4.75 ± 3.50

1.78 ± 1.22

2.23 ± 1.32

1.24 ± 1.30

Trachea

      

D2 (% of Dpre)

5.95 ± 3.73

6.63 ± 4.07

5.47 ± 4.47

3.37 ± 2.10

3.26 ± 2.33

3.56 ± 3.28

V10 (% of volume)

4.98 ± 8.57

4.54 ± 7.58

4.18 ± 6.84

1.80 ± 3.29

1.88 ± 3.28

3.22 ± 5.19

  1. Annotation Lungs mean left and right lungs as a whole minus target