Chi Zhang

Trustworthy artificial intelligence in radiation oncology: cross-industry lessons for development, validation, and deployment

Artificial intelligence (AI) is rapidly expanding across the radiation oncology workflow, with applications spanning imaging, contouring, treatment planning, quality assurance, outcome prediction, workflow automation, and clinical decision support. Although technical progress has accelerated substantially, successful c...