Giovanni Sotgiu1, Paolo Nieddu2, Laura Mameli2, Enrico Sorrentino2, Pietro Pirina3, Alberto Porcu4, Stefano Madeddu1, Manuela Idini1, Maddalena Di Martino1, Giuseppe Delitala2, Ida Mura1, Maria Pina Dore21Epidemiology and Medical Statistics Unit, Department of Biomedical Sciences, 2Clinica Medica, 3Pneumologia, 4Chirurgia dell’Obesit&
Influence of the Transducer-Mounting Method on the Radiation Performance of Acoustic Sources Used in Monopole Acoustic Logging While Drilling
Transducers used in acoustic logging while drilling (ALWD) must be mounted on a drill collar, and their radiation performance is dependent on the employed mounting method.Herein, the complex transmitting voltage response of a while-drilling (WD) monopole acoustic source was calculated through finite-element harmonic-response analysis.Subsequently,
A Self-Attention-Guided 3D Deep Residual Network With Big Transfer to Predict Local Failure in Brain Metastasis After Radiotherapy Using Multi-Channel MRI
A noticeable proportion of larger brain metastases (BMs) are not locally controlled after stereotactic radiotherapy, and it may take months before local progression is apparent on standard follow-up imaging.This work proposes and investigates new explainable deep-learning models to predict the radiotherapy outcome for BM.A novel self-attention-guid