Robust machine learning segmentation for large-scale analysis of heterogeneous clinical brain MRI datasets
Sign Up to like & getrecommendations! Published in 2022 at "Proceedings of the National Academy of Sciences of the United States of America"
DOI: 10.1073/pnas.2216399120
Abstract: Significance SynthSeg+ is an image segmentation tool for automated analysis of highly heterogeneous brain MRI clinical scans. Our method relies on a new strategy to train deep neural networks, such that it can robustly analyze… read more here.
Keywords: brain mri; segmentation; analysis; heterogeneous clinical ... See more keywords
The heterogeneous clinical and pathological landscapes of metastatic Braf-mutated colorectal cancer
Sign Up to like & getrecommendations! Published in 2020 at "Cancer Cell International"
DOI: 10.1186/s12935-020-1117-2
Abstract: Colorectal cancer (CRC) is a complex and molecularly heterogeneous disease representing one of the most frequent causes of cancer-related death worldwide. About 8–15% of CRCs harbor a mutation in BRAF gene, a proto-oncogene involved in… read more here.
Keywords: braf mutated; colorectal cancer; braf; clinical pathological ... See more keywords
Detecting Protected Health Information in Heterogeneous Clinical Notes
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DOI: 10.3233/978-1-61499-830-3-393
Abstract: To enable secondary use of healthcare data in a privacy-preserving manner, there is a need for methods capable of automatically identifying protected health information (PHI) in clinical text. To that end, learning predictive models from… read more here.
Keywords: clinical notes; protected health; health; health information ... See more keywords
Genetic Screening Reveals Heterogeneous Clinical Phenotypes in Patients with Dilated Cardiomyopathy and Troponin T2 Variants
Sign Up to like & getrecommendations! Published in 2023 at "Journal of Personalized Medicine"
DOI: 10.3390/jpm13040611
Abstract: Background: Cardiomyopathies (CMs) are a heterogeneous and severe group of diseases that shows a highly variable cardiac phenotype and an incidence of app. 1/100.000. Genetic screening of family members is not yet performed routinely. Patients… read more here.
Keywords: screening reveals; reveals heterogeneous; clinical phenotypes; heterogeneous clinical ... See more keywords