6,419 research outputs found

    Neuropsychiatric manifestations in southern Chinese patients with systemic lupus erythematosus (SLE) according to the 1999 ACR nomenclature and their clinical associations

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    Personalized Pancreatic Tumor Growth Prediction via Group Learning

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    Tumor growth prediction, a highly challenging task, has long been viewed as a mathematical modeling problem, where the tumor growth pattern is personalized based on imaging and clinical data of a target patient. Though mathematical models yield promising results, their prediction accuracy may be limited by the absence of population trend data and personalized clinical characteristics. In this paper, we propose a statistical group learning approach to predict the tumor growth pattern that incorporates both the population trend and personalized data, in order to discover high-level features from multimodal imaging data. A deep convolutional neural network approach is developed to model the voxel-wise spatio-temporal tumor progression. The deep features are combined with the time intervals and the clinical factors to feed a process of feature selection. Our predictive model is pretrained on a group data set and personalized on the target patient data to estimate the future spatio-temporal progression of the patient's tumor. Multimodal imaging data at multiple time points are used in the learning, personalization and inference stages. Our method achieves a Dice coefficient of 86.8% +- 3.6% and RVD of 7.9% +- 5.4% on a pancreatic tumor data set, outperforming the DSC of 84.4% +- 4.0% and RVD 13.9% +- 9.8% obtained by a previous state-of-the-art model-based method

    Late-onset systemic lupus erythematosus (SLE) in southern Chinese

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    Generalized camera calibration model for trapezoidal patterns on the road

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    Real-Time Estimation of Lane-to-Lane Turning Flows at Isolated Signalized Junctions

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    ACR/SLICC damage scores in an inception cohort of patients with systemic lupus erythematosus (SLE) and their relationship with disease flares and various clinical variables

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    Late-onset systemic lupus erythematosus (SLE) in southern Chinese

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    Cumulative disease damage in southern Chinese patients with systemic lupus erythematosus (SLE)

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