End-to-End Prediction of Knee Osteoarthritis Progression with Multimodal Transformers

Information Science, Artificial Intelligence, Medicine, Orthopedics, Medical Imaging, Sports Medicine,
knee osteoarthritis   magnetic resonance imaging   multimodal fusion   progression prediction   deep learning   medical imaging   transformer model  

End-to-end Prediction of Knee Osteoarthritis Progression Using Multimodal Transformers I. Academic Background Knee osteoarthritis (KOA) is a chronic musculoskeletal disease that affects hundreds of millions of people worldwide. Due to gradual degeneration of articular cartilage and bone, KOA typically leads to chronic pain, joint stiffness, and fun...

An Explainable Transformer Model Integrating PET and Tabular Data for Histologic Grading and Prognosis of Follicular Lymphoma: A Multi-Institutional Digital Biopsy Study

Information Science, Artificial Intelligence, Medicine, Medical Imaging, Oncology,
follicular lymphoma   PET/CT   histologic grade   prognosis   transformer model   digital biopsy   multimodal  

A Transformer Model Integrating PET Imaging and Clinical Data: A Multicenter Digital Biopsy Study for Predicting Pathological Grading and Prognosis of Follicular Lymphoma Academic Background Follicular Lymphoma (FL) is the most common indolent Non-Hodgkin Lymphoma in Western countries, accounting for approximately 30% of newly diagnosed cases. Acco...