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Advances in Artificial Intelligence and Machine Learning Applications for the Imaging of Bone and Soft Tissue Tumors
Increasing interest in the development and validation of quantitative imaging biomarkers for oncologic imaging has in recent years inspired a surge in the field of artificial intelligence and machine learning. Initial results showed promise in identifying potential markers of treatment response, malignant potential, and prognostic predictors, among others; however, while many of these early algorithms showed the optimistic ability to separate pathologic states on “in-house” datasets, it was often the case that these classifiers generalized poorly on external validation sets and thus were of limited utility in the clinical setting. This issue was additionally compounded by the frequent use of data filtering and feature selection techniques in many studies to further bolster the machine learning results in limited case scenarios, thereby biasing the overall fit and further reducing generalizability.
PET-CT-MRI Applications in Musculoskeletal Disorders, Part I, An Issue of PET Clinics
This issue of PET Clinics is Part I of a two-part issue, and focuses on PET-CT-MRI Applications of Musculoskeletal Disorders. It is edited by Drs. Abass Alavi (the Consulting Editor of PET Clinics), Ali Salavati, Ali Gholamrezanezhad and Ali Guermazi. Articles will include: Basic principles, methodology, and imaging protocol for musculoskeletal applications; Sodium 18F-Fluoride PET-CT-MR of bone and joint disorders; In vivo molecular imaging of inflammation and infection; Radionuclide therapy for osseous metastases; Novel whole-body MR imaging techniques in MSK disorders; MRI of joint infection and inflammation with emphasis on DCE-MRI; Quantitative techniques for musculoskeletal MRI at 7 Tesla; Role of contrast enhanced (including iodine overlay image), spectral, and dual energy CT in MSK applications; Percutaneous thermal ablation in musculoskeletal system: Post-procedural PET-CT imaging; Soft tissue sarcomas of Musculoskeletal Origin; Application of PET/CT, PET/MR on primary bone malignancies; Future perspective of the application of PET-CT-MRI in musculoskeletal disorders, and more!
PET-CT-MRI Applications in Musculoskeletal Disorders, Part II, An Issue of PET Clinics
This issue of PET Clinics is Part II of a two-part issue, and focuses on PET-CT-MRI Applications of Musculoskeletal Disorders. It is edited by Drs. Abass Alavi (the Consulting Editor of PET Clinics), Ali Salavati, Ali Gholamrezanezhad and Ali Guermazi. Articles will include:Applications of PET-CT-MR in the management of benign musculoskeletal disorders; Diagnostic management of primary and secondary spinal neoplastic disease: The role of PET-CT-MRI; Skeletal Metastasis Evaluation: Value and impact of PET/CT on Diagnosis, Management and Prognosis; Hybrid imaging (PET CT/PET MRI) of bone metastases; Diffusion-weighted MR Imaging in Evaluating Bone Metastases; Imaging of Osteoarthritis by Conventional Radiography, MRI, PET-CT and PET-MRI; Evolving Role of MRI and PET in Assessing Osteoporosis; Evolving Role of Novel PET-CT-MRI based quantitative technique for Assessing Muscle Disorders; Pediatric musculoskeletal applications of PET-CT-MRI; In vivo molecular imaging of inflammation and infection; Future perspective of the application of PET-CT-MRI in musculoskeletal disorders; and more!
Current Medical Diagnosis & Treatment 2002
Including information on over 1,000 diseases and disorders, this text covers all aspects of patient care as well as the latest developments in medicine. 53 illustrations.
Radiology-Nuclear Medicine Diagnostic Imaging
Radiology-Nuclear Medicine Diagnostic Imaging “p>Radiology-Nuclear Medicine Diagnostic Imaging: A Correlative Approach provides in-depth guidance on applying the principles of radiologic-nuclear medicine correlation to the interpretation of imaging for diagnostic, prognostic, and predictive indications. Describing the clinical implications of all major imaging modalities, this comprehensive professional reference offers one-stop coverage of the common diagnostic applications encountered by nuclear medicine physicians and radiologists in day-to-day practice. The book develops the nuclear diagnostic skills necessary to interpret combined imaging modalities and correlate radiologic findings u...
Handbook of Medical Image Computing and Computer Assisted Intervention
Handbook of Medical Image Computing and Computer Assisted Intervention presents important advanced methods and state-of-the art research in medical image computing and computer assisted intervention, providing a comprehensive reference on current technical approaches and solutions, while also offering proven algorithms for a variety of essential medical imaging applications. This book is written primarily for university researchers, graduate students and professional practitioners (assuming an elementary level of linear algebra, probability and statistics, and signal processing) working on medical image computing and computer assisted intervention. - Presents the key research challenges in medical image computing and computer-assisted intervention - Written by leading authorities of the Medical Image Computing and Computer Assisted Intervention (MICCAI) Society - Contains state-of-the-art technical approaches to key challenges - Demonstrates proven algorithms for a whole range of essential medical imaging applications - Includes source codes for use in a plug-and-play manner - Embraces future directions in the fields of medical image computing and computer-assisted intervention
Perfusion Imaging in Clinical Practice
Make optimal use of all the latest clinical applications of perfusion imaging! Perfusion Imaging is the first comprehensive resource that encompasses every facet of this important and rapidly advancing area of diagnostic imaging. Authored by an elite cadre of leading perfusion imaging authorities, this clinical reference offers balanced multimodality perspectives to deliver a well-rounded understanding of clinical issues and diagnoses, with a focus on practical clinical applications. In short, Perfusion Imaging provides the expert guidance you need to take advantage of the full capabilities of this powerful diagnostic tool.
Training for Two
Go beyond traditional pregnancy fitness with this trimester-based program of safe, smart prenatal exercises to help you build strength, maintain fitness, and prepare your body for childbirth. “Should I exercise while pregnant?” The answer is a resounding yes! Strength-based prenatal exercises have been proven to lead to a variety of positive health outcomes. Safe to perform in most cases, they can actively lead to a smoother and healthier pregnancy, better labor experience, faster recovery, and possibly even a healthier newborn. Written by Gina Conley, a certified personal trainer specializing in prenatal fitness and registered birth doula,Training for Two is the active woman’s guide t...
Critical Role of PET in Assessing Age Related Disorders, An Issue of PET Clinics, E-Book
In this issue, guest editors bring their considerable expertise to this important topic.Provides in-depth reviews on the latest updates in the field, providing 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
Knee Arthroscopy and Knee Preservation Surgery
This major reference works brings together the current state of the art for joint preservation surgery of the knee, including arthroscopic and open procedures. Generously illustrated with radiographs and intraoperative photos, it presents the latest tips and techniques, providing the knee surgeon with the most up-to-date information for precise preparation and decision-making in this rapidly evolving area. This comprehensive guide is divided into ten thematic sections covering clinical evaluation; fundamentals of arthroscopic and open approaches; basic and advanced arthroscopic procedures; surgical management of meniscal disorders; management of ACL injuries; approaches to complex and multi-ligamentous injuries; limb malalignment; management of cartilage and subchondral bone; patellofemoral and extensor mechanism disorders; and rehabilitation and return to play considerations. Written by experts in the field, Knee Arthroscopy and Knee Preservation Surgery will be a highly valued resource for orthopedic and sports medicine surgeons, residents and fellows.
