Category: 7. Maths
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Synthetic electronic health records generated with variational graph autoencoders
EHR data source The Medical Information Mart for Intensive Care (MIMIC-IV) database was the source of all our numerical experiments34. MIMIC-IV provides critical care data for thousands of patients admitted to the intensive care units at the Beth Israel Deaconess Medical Center. The patient, visit (encounter), diagnosis (condition), and medication (medication request) data tables were…
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Circadian rhythm biomarker from wearable device data is related to concurrent antidepressant treatment response
McCall, W. V. A rest-activity biomarker to predict response to SSRIs in major depressive disorder. J. Psychiatr. Res. 64, 19–22 (2015). PubMed PubMed Central Google Scholar Battle, C. L. et al. Treatment goals of depressed outpatients: a qualitative investigation of goals identified by participants in a depression treatment trial. J. Psychiatr. Pr. 16, 425–430 (2010).…
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Bifurcation analysis of hepatitis B virus with non-cytolytic cure process on infected liver and blood cells
Basic concepts of bifurcation analysis A bifurcation in dynamical systems happens when a minor, gradual change in a system’s parameter values results in an unexpected “qualitative” or topological change in the behavior of the system. It has two types: A. Local bifurcations—which can be analyzed entirely through changes in the local stability properties of equilibria,…
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Physics-Informed Bayesian learning of electrohydrodynamic polymer jet printing dynamics
Machine vision module Jet metrology For the implementation of the Jet Metrology algorithm, Python 3.8 was used, along with the python bindings of the OpenCV library, which enables us to read and process video data. The jet metrology algorithm consists of two sub-algorithms. The first is the object segmentation and detection algorithm. The second is…
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The $$^{1}\!S_{0}$$ channel of proton–proton scattering in new chiral effective field theory power counting
In this section the theory developed in the pionless effective field theory ( EFT) approach based on new PC for the spin singlet channel \(^{1}\!S_{0}\) of pp scattering in the previous study24, is modified to include the pion exchange. The nuclear pionful effective Lagrangian for the NN systems can be written in terms of nucleons…
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High-performance phononic crystal sensing structure for acetone solution concentration sensing
Physical properties of acetone The designed PnC sensor is mainly used to sense acetone solution concentration. Based on experimental results of reference 13, the exact acoustic parameter values of acetone are plotted. Figure 6 shows the variation curves of physical properties, such as sound velocity and mass density of acetone. The acoustic properties of acetone change…
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Cross-modal autoencoder framework learns holistic representations of cardiovascular state
Our research complies with all relevant ethical regulations. Access was provided under UK Biobank application #7089. Analysis was approved by the Broad Institute institutional review board. Study design All analyses were performed on the UK Biobank, a prospective cohort of over 500,000 healthy adults that were aged 40–69 during enrollment, which took place from 2006…
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Author Correction: Unveiling the complex structure-property correlation of defects in 2D materials based on high throughput datasets
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.…
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A game theoretic approach to balance privacy risks and familial benefits
In this section, we first introduce a game theoretic model of online genomic data sharing in a TPI service and then describe our approach to analyzing this model using simulation. Table 1 summarizes the notation used in this paper and, where relevant, the values of parameters used in our simulations. Among them, matching parameters are…
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MagicCubePose, A more comprehensive 6D pose estimation network
Xianzhi, D. & Song, X. et al. In Learning Scale-Permuted Backbone for Recognition and Localization, Spinenet (2020). Qiao, S., Chen, L. -C. & Yuille, A. In Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution, Detectors (2020). Sundermeyer, M., Marton, Z. -C., Durner, M., Brucker, M. & Triebel, R. In Implicit 3D Orientation Learning…