Publications by authors named "Stenzel Cackowski"
ImUnity is an original 2.5D deep-learning model designed for efficient and flexible MR image harmonization. A VAE-GAN network, coupled with a confusion module and an optional biological preservation module, uses multiple 2D slices taken from different anatomical locations in each subject of the training database, as well as image contrast transformations for its training.
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- The study addresses the challenge of manually reinterpreting sequenced genomic data due to human resource limitations and inconsistent procedures, highlighting the need for more efficient methods.* -
- The Genome Alert! method automates the reporting of clinically significant changes in variant classifications from the ClinVar database, revealing a significant number of changes and new gene-disease associations over a two-year period.* -
- The use of Genome Alert! resulted in a high validation rate of classification changes, leading to new diagnoses for several patients and the identification of valuable gene-disease associations not previously documented in existing databases.*