Search Results - "Woicik, Addie"
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Multilingual translation for zero-shot biomedical classification using BioTranslator
Published in Nature communications (10-02-2023)“…Existing annotation paradigms rely on controlled vocabularies, where each data instance is classified into one term from a predefined set of controlled…”
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Gemini: memory-efficient integration of hundreds of gene networks with high-order pooling
Published in Bioinformatics (Oxford, England) (30-06-2023)“…Abstract Motivation The exponential growth of genomic sequencing data has created ever-expanding repositories of gene networks. Unsupervised network…”
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Enhancing Hi-C contact matrices for loop detection with Capricorn: a multiview diffusion model
Published in Bioinformatics (Oxford, England) (28-06-2024)“…Abstract Motivation High-resolution Hi-C contact matrices reveal the detailed three-dimensional architecture of the genome, but high-coverage experimental Hi-C…”
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Abstract 6183: Exploring the role of microenvironment context on diagnostic accuracy in tissue microarray core selection
Published in Cancer research (Chicago, Ill.) (22-03-2024)“…Abstract Background: Tissue Microarrays (TMAs) stand to significantly improve the efficiency of multiplex spatial studies by including core samples taken from…”
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Integrating socio-economic vulnerability factors improves neighborhood-scale wastewater-based epidemiology for public health applications
Published in Water research (Oxford) (01-05-2024)“…•Population demographics used as key WBE variable to predict COVID-19 and Post-COVID sequela.•Clinical, wastewater, and demographics data used to train machine…”
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Extrapolating heterogeneous time-series gene expression data using Sagittarius
Published in Nature machine intelligence (01-07-2023)“…Understanding the temporal dynamics of gene expression is crucial for developmental biology, tumour biology and biogerontology. However, some timepoints remain…”
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Multi-Artifact Detection and Filtering in Digital Pathology Using Intrinsic Image Properties
Published in 2024 IEEE International Symposium on Biomedical Imaging (ISBI) (27-05-2024)“…Digital pathology images, particularly whole slide images (WSIs), often contain macro-scale artifacts such as tissue folds, out-of-focus regions, and pen…”
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Conference Proceeding -
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In Silico Optimization of Tissue Microarray Design for Machine Learning Analysis
Published in 2024 IEEE International Symposium on Biomedical Imaging (ISBI) (27-05-2024)“…Machine learning (ML) methods based on histopathology slides are increasingly used for cancer diagnosis and treatment. Analyses with specialized experimental…”
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Conference Proceeding -
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BLIAM: Literature-based Data Synthesis for Synergistic Drug Combination Prediction
Published 14-02-2023“…Language models pre-trained on scientific literature corpora have substantially advanced scientific discovery by offering high-quality feature representations…”
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OCTCube: A 3D foundation model for optical coherence tomography that improves cross-dataset, cross-disease, cross-device and cross-modality analysis
Published 20-08-2024“…Optical coherence tomography (OCT) has become critical for diagnosing retinal diseases as it enables 3D images of the retina and optic nerve. OCT acquisition…”
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