Evaluating machine learning enhanced intelligent-optimization-engine (IOE) performance for ethos head-and-neck (HN) plan generation

Medicine & Life Sciences

• Machine Learning 89%
• Benchmarking 85%
• Neck 60%
• Head 57%
• Organs at Risk 50%
• Radiotherapy 27%
• Deep Learning 27%
• Intensity-Modulated Radiotherapy 24%
• Workflow 21%
• Students 13%
• Population 7%

Physics & Astronomy

• machine learning 100%
• engines 77%
• optimization 51%
• planning 43%
• performance 34%
• radiation therapy 14%
• organs 10%
• dosage 9%
• templates 9%
• learning 5%
• students 4%
• education 4%
• boxes 4%
• rings 3%
• modulation 3%
• sensitivity 2%
• predictions 2%

Engineering & Materials Science

• Machine learning 57%
• Engines 50%
• Planning 49%
• Radiotherapy 32%
• Constrained optimization 9%
• Deep learning 7%
• Modulation 6%
• Students 6%