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The clinical use of Artificial Intelligence (AI) in radiation oncology is in its infancy. However, it is certain that AI is capable of making radiation oncology more precise and personalized with improved outcomes. Radiation oncology deploys an array of state-of-the-art technologies for imaging, treatment, planning, simulation, targeting, and quality assurance while managing the massive amount of data involving therapists, dosimetrists, physicists, nurses, technologists, and managers. AI consists of many powerful tools which can process a huge amount of inter-related data to improve accuracy, productivity, and automation in complex operations such as radiation oncology.This book offers an array of AI scientific concepts, and AI technology tools with selected examples of current applications to serve as a one-stop AI resource for the radiation oncology community. The clinical adoption, beyond research, will require ethical considerations and a framework for an overall assessment of AI as a set of powerful tools.30 renowned experts contributed to sixteen chapters organized into six sections: Define the Future, Strategy, AI Tools, AI Applications, and Assessment and Outcomes. The future is defined from a clinical and a technical perspective and the strategy discusses lessons learned from radiology experience in AI and the role of open access data to enhance the performance of AI tools. The AI tools include radiomics, segmentation, knowledge representation, and natural language processing. The AI applications discuss knowledge-based treatment planning and automation, AI-based treatment planning, prediction of radiotherapy toxicity, radiomics in cancer prognostication and treatment response, and the use of AI for mitigation of error propagation. The sixth section elucidates two critical issues in the clinical adoption: ethical issues and the evaluation of AI as a transformative technology.
Metal-arene pi-complexes show a rich and varied chemistry. The
metal adds a third dimension to the planar aromatic compounds and
coordination of a metal to an arene thus not only altering the
reactivity of ring-carbons and substituents but also makes possible
reactions that lead to chiral non-racemic products. This book,
organized in nine chapters and written by leading scientists in the
field provides the reader with an up-to-date treatise on the
subject organized according to reaction type and use. It covers the
wide spectrum of arene activation: from the electrophilic
activation of h6-bound arene by pi-Lewis acid metal complex
fragments, to reactions of nucleophilic h2-coordinated arene
complexes. The preparation of complexes is detailed, as are the
scope, limitations and challenges of reactions in contemporary
pi-arene metal chemistry with special attention given to asymmetric
transformations. The emphasis of the book is on transformations of
interest to organic synthesis and on the use of the complexes as
catalysts or as chiral ligands.
Metal-arene pi-complexes show a rich and varied chemistry. The
metal adds a third dimension to the planar aromatic compounds and
coordination of a metal to an arene thus not only altering the
reactivity of ring-carbons and substituents but also makes possible
reactions that lead to chiral non-racemic products. This book,
organized in nine chapters and written by leading scientists in the
field provides the reader with an up-to-date treatise on the
subject organized according to reaction type and use. It covers the
wide spectrum of arene activation: from the electrophilic
activation of h6-bound arene by pi-Lewis acid metal complex
fragments, to reactions of nucleophilic h2-coordinated arene
complexes. The preparation of complexes is detailed, as are the
scope, limitations and challenges of reactions in contemporary
pi-arene metal chemistry with special attention given to asymmetric
transformations. The emphasis of the book is on transformations of
interest to organic synthesis and on the use of the complexes as
catalysts or as chiral ligands.
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