Table 2 Evaluation criteria applied to manual and ML plans
From: A pilot study of machine-learning based automated planning for primary brain tumours
Regions of interest | n | Criterion* | Criterion met | Outcome | |
|---|---|---|---|---|---|
Manual plans | ML plans | ||||
GTVp | 15 | D99 > 5130 cGy | 14 | 14 | Similar |
CTVp_5400 | 15 | D98 > 5130 cGy | 15 | 15 | Similar |
PTVp_5400 | 15 | D95 > 5130 cGy | 15 | 15 | Similar |
PTVp_5400 | 15 | Dmax < 5670 cGy | 14 | 14 | Similar |
Brainstem | 15 | Dmax < 5400 cGy | 13 | 15 | ML better |
Chiasm | 15 | Dmax < 5400 cGy | 15 | 14 | Manual better |
External | 15 | Dmax < 5670 cGy | 14 | 14 | Similar |
Eye_L | 15 | Dmax < 4500 cGy | 15 | 15 | Similar |
Eye_R | 15 | Dmax < 4500 cGy | 15 | 15 | Similar |
Lens_L | 15 | Dmax < 750 cGy | 15 | 11 | Manual better |
Lens_R | 15 | Dmax < 750 cGy | 15 | 13 | Manual better |
OpticNrv_L | 15 | Dmax < 5400 cGy | 15 | 15 | Similar |
OpticNrv_R | 15 | Dmax < 5400 cGy | 15 | 15 | Similar |
SpinalCord | 15 | Dmax < 5400 cGy | 15 | 15 | Similar |