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Secure, privacy-preserving and federated machine learning in medical imaging
The broad application of artificial intelligence techniques in medicine is currently hindered
by limited dataset availability for algorithm training and validation, due to the absence of …
by limited dataset availability for algorithm training and validation, due to the absence of …
Emerging role of artificial intelligence in diagnosis, classification and clinical management of glioma
Glioma represents a dominant primary intracranial malignancy in the central nervous
system. Artificial intelligence that mainly includes machine learning, and deep learning …
system. Artificial intelligence that mainly includes machine learning, and deep learning …
Swarm learning for decentralized and confidential clinical machine learning
S Warnat-Herresthal, H Schultze, KL Shastry… - Nature, 2021 - nature.com
Fast and reliable detection of patients with severe and heterogeneous illnesses is a major
goal of precision medicine,. Patients with leukaemia can be identified using machine …
goal of precision medicine,. Patients with leukaemia can be identified using machine …
Tumor cell invasion in glioblastoma
A Vollmann-Zwerenz, V Leidgens, G Feliciello… - International journal of …, 2020 - mdpi.com
Glioblastoma (GBM) is a particularly devastating tumor with a median survival of about 16
months. Recent research has revealed novel insights into the outstanding heterogeneity of …
months. Recent research has revealed novel insights into the outstanding heterogeneity of …
Machine learning-based CT radiomics model for predicting hospital stay in patients with pneumonia associated with SARS-CoV-2 infection: A multicenter study
X Qi, Z Jiang, Q Yu, C Shao, H Zhang, H Yue, B Ma… - MedRxiv, 2020 - medrxiv.org
Objectives To develop and test machine learning-based CT radiomics models for predicting
hospital stay in patients with pneumonia associated with SARS-CoV-2 infection. Design …
hospital stay in patients with pneumonia associated with SARS-CoV-2 infection. Design …
Enhancing radiomics and Deep Learning systems through the standardization of medical imaging workflows
Recent advances in computer-aided diagnosis, treatment response and prognosis in
radiomics and deep learning challenge radiology with requirements for world-wide …
radiomics and deep learning challenge radiology with requirements for world-wide …
Machine learning-based CT radiomics method for predicting hospital stay in patients with pneumonia associated with SARS-CoV-2 infection: a multicenter study
H Yue, Q Yu, C Liu, Y Huang, Z Jiang… - Annals of …, 2020 - pmc.ncbi.nlm.nih.gov
Background The coronavirus disease 2019 (COVID-19) has become a global challenge
since the December 2019. The hospital stay is one of the prognostic indicators, and its …
since the December 2019. The hospital stay is one of the prognostic indicators, and its …
The radiomic-clinical model using the SHAP method for assessing the treatment response of whole-brain radiotherapy: a multicentric study
Y Wang, J Lang, JZ Zuo, Y Dong, Z Hu, X Xu… - European …, 2022 - Springer
Objective To develop and validate a pretreatment magnetic resonance imaging (MRI)–
based radiomic-clinical model to assess the treatment response of whole-brain radiotherapy …
based radiomic-clinical model to assess the treatment response of whole-brain radiotherapy …
[HTML][HTML] FET PET radiomics for differentiating pseudoprogression from early tumor progression in glioma patients post-chemoradiation
Simple Summary Following chemoradiation with alkylating agents in glioma patients,
structural magnetic resonance imaging (MRI) may suggest tumor progression which …
structural magnetic resonance imaging (MRI) may suggest tumor progression which …
Applications of radiomics and radiogenomics in high-grade gliomas in the era of precision medicine
Simple Summary Radiomics and radiogenomics offer new insight into high-grade glioma
biology, as well as into glioma behavior in response to standard therapies. In this article, we …
biology, as well as into glioma behavior in response to standard therapies. In this article, we …