Knowledge-Based Automated Planning for Oropharyngeal Cancer - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Knowledge-Based Automated Planning for Oropharyngeal Cancer write by Aaron Babier. This book was released on 2017. Knowledge-Based Automated Planning for Oropharyngeal Cancer available in PDF, EPUB and Kindle. We automatically generate intensity-modulated radiation therapy plans for oropharyngeal cancer by combining knowledge-based planning (KBP) predictions with an inverse optimization (IO) pipeline into a single automated treatment planning pipeline. We extended two existing KBP methods, which use patients' anatomical geometry to predict achievable dose volume histograms (DVHs), and developed the first IO method that takes DVHs as direct inputs. The DVH predictions from KBP are put into the IO pipeline to automatically generate treatment plans via an intermediate step using objective function weights and an inverse planning problem. This step enables our automated planning pipeline to seamlessly fuse with the current treatment planning paradigm to increase its efficiency. Our automated pipeline can replicate, and often improve upon the clinical treatment plans by reducing the dose to healthy tissue and increasing primary target coverage. These results have been validated using a large cohort of 217 oropharyngeal cancer patients.
Machine Learning in Radiation Oncology
Machine Learning in Radiation Oncology - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Machine Learning in Radiation Oncology write by Issam El Naqa. This book was released on 2015-06-19. Machine Learning in Radiation Oncology available in PDF, EPUB and Kindle. This book provides a complete overview of the role of machine learning in radiation oncology and medical physics, covering basic theory, methods, and a variety of applications in medical physics and radiotherapy. An introductory section explains machine learning, reviews supervised and unsupervised learning methods, discusses performance evaluation, and summarizes potential applications in radiation oncology. Detailed individual sections are then devoted to the use of machine learning in quality assurance; computer-aided detection, including treatment planning and contouring; image-guided radiotherapy; respiratory motion management; and treatment response modeling and outcome prediction. The book will be invaluable for students and residents in medical physics and radiation oncology and will also appeal to more experienced practitioners and researchers and members of applied machine learning communities.
Adaptive Radiation Therapy
Adaptive Radiation Therapy - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Adaptive Radiation Therapy write by X. Allen Li. This book was released on 2011-01-27. Adaptive Radiation Therapy available in PDF, EPUB and Kindle. Modern medical imaging and radiation therapy technologies are so complex and computer driven that it is difficult for physicians and technologists to know exactly what is happening at the point-of-care. Medical physicists responsible for filling this gap in knowledge must stay abreast of the latest advances at the intersection of medical imaging an
Artificial Intelligence in Otolaryngology, An Issue of Otolaryngologic Clinics of North America
Artificial Intelligence in Otolaryngology, An Issue of Otolaryngologic Clinics of North America - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Artificial Intelligence in Otolaryngology, An Issue of Otolaryngologic Clinics of North America write by Anais Rameau. This book was released on 2024-09-05. Artificial Intelligence in Otolaryngology, An Issue of Otolaryngologic Clinics of North America available in PDF, EPUB and Kindle. In this issue of Otolaryngologic Clinics, guest editors Drs. Anais Rameau and Matthew G. Crowson bring their considerable expertise to the topic of Artificial Intelligence in Otolaryngology. Top experts in the field cover timely topics in the areas of Best Practices, AI Modalities, Implementation and Governance, and Subspecialty AI. Contains 17 relevant, practice-oriented topics including clinical data/machine learning; generative AI and otolaryngology-head and neck surgery; ethics; AI in otology and neurotology; AI in facial plastic and reconstructive surgery; AI in pediatric otolaryngology; and more. Provides in-depth clinical reviews on artificial intelligence in otolaryngology, offering actionable insights for clinical practice. Presents the latest information on this timely, focused topic under the leadership of experienced editors in the field. Authors synthesize and distill the latest research and practice guidelines to create clinically significant, topic-based reviews.
Intensity-Modulated Radiation Therapy
Intensity-Modulated Radiation Therapy - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Intensity-Modulated Radiation Therapy write by S. Webb. This book was released on 2015-05-06. Intensity-Modulated Radiation Therapy available in PDF, EPUB and Kindle. Clinical conformal radiotherapy is the holy grail of radiation treatment and is now becoming a reality through the combined efforts of physical scientists and engineers, who have improved the physical basis of radiotherapy, and the interest and concern of imaginative radiotherapists and radiographers. Intensity-Modulated Radiation Therapy de
