Artificial Intelligence for Neuropathology Prediction, Dementia Subtyping, and Prognosis скачать в хорошем качестве

Artificial Intelligence for Neuropathology Prediction, Dementia Subtyping, and Prognosis

Cutting-edge AI is transforming dementia diagnosis: This hands-on tutorial explains how powerful new AI tools can pinpoint what kind of dementia a person may have, and which combination of brain pathologies are silently unfolding. State-of-the-art methods include deep learning, SuStain (Subtype and Stage Inference), and voxel-based morphometry, each unlocking a new dimension of precision medicine for the aging brain. 0:21 Deep Learning 1:07 Why Subtype Brain Pathology? 1:51 AI to discover Risk Genes 2:12 Post Mortem Pathology inferred from Imaging in Living Patients 2:48 DeepSPARE, classifying simultaneous pathologies 3:26 Convolutional Neural Networks, AutoGluon 4:00 What's My Prognosis? 4:23 What are CNNs? 4:46 Detecting Alzheimer's Disease 5:08 Brain Atrophy associated with Different Pathologies 5:21 Amyloid, Tau, and TDP-43 Detection 5:45 Dynamic Trajectories over Time 6:12 Time-Lapse of Alzheimer's Disease 6:30 Subtype & Stage Inference (SuStain) algorithm 7:21 Successes + Challenges 8:08 Integrating AI in Radiology