Linux kernel 6.2 promises multiple filesystem improvements
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Kylie Jenner wore a latex dress to her nephew's bar mitzvahKylie Jenner rocked the most body-hugging dress to Mason's bar mitzvah 🔥
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Doctors Concerned About Respiratory Viruses During Holiday SeasonBetween COVID-19, the flu and RSV, doctors are worried about the triple threat of infections we’re facing this holiday season. Public health experts are urging people to get COVID boosters and flu shots COVID infections and hospitalizations have been increasing, especially since Thanksgiving. And COVID wastewater data has been rising to the highest levels we’ve seen since October. Meanwhile, RSV…
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Lionel Messi is not just the GOAT after that World Cup final but the GODMessi had indicated during the build-up to the final that the game would be his last on the world stage, but he wants to play as a world champion.
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A Self-Attention-Guided 3D Deep Residual Network With Big Transfer to Predict Local Failure in Brain Metastasis After Radiotherapy Using Multi-Channel MRIA 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-guided 3D residual network is introduced for predicting the outcome of local failure (LF) after radiotherapy using the baseline treatment-planning MRI. The 3D self-attention modules facilitate capturing long-range intra/inter slice dependencies which are often overlooked by convolution layers. The proposed model was compared to a vanilla 3D residual network and 3D residual network with CBAM attention in terms of performance in outcome prediction. A training recipe was adapted for the outcome prediction models during pretraining and training the down-stream task based on the recently proposed big transfer principles. A novel 3D visualization module was coupled with the model to demonstrate the impact of various intra/peri-lesion regions on volumetric multi-channel MRI upon the network’s prediction. The proposed self-attention-guided 3D residual network outperforms the vanilla residual network and the residual network with CBAM attention in accuracy, F1-score, and AUC. The visualization results show the importance of peri-lesional characteristics on treatment-planning MRI in predicting local outcome after radiotherapy. This study demonstrates the potential of self-attention-guided deep-learning features derived from volumetric MRI in radiotherapy outcome prediction for BM. The insights obtained via the developed visualization module for individual lesions can possibly be applied during radiotherapy planning to decrease the chance of LF.
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Mytheresa launches Life category featuring design objects for the homeMytheresa Life is a new category of the multi-brand e-commerce platform selling a curated selection of luxury home accessories
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