cglasso: An R Package for Conditional Graphical Lasso Inference with Censored and Missing Values by Luigi Augugliaro, Gianluca Sottile, Ernst C. Wit, Veronica Vinciotti

“…With the advent of high-dimensional multivariate data in many applied fields, these methods are able to detect a much lower-dimensional structure, often represented via a sparse conditional independence graph. …”
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Backbone extraction through statistical edge filtering: A comparative study. by Ali Yassin, Hocine Cherifi, Hamida Seba, Olivier Togni

“…The backbone extraction process is pivotal in expediting analysis and enhancing visualization in network applications. This study systematically compares seven influential statistical hypothesis-testing backbone edge filtering methods (Disparity Filter (DF), Polya Urn Filter (PF), Marginal Likelihood Filter (MLF), Noise Corrected (NC), Enhanced Configuration Model Filter (ECM), Global Statistical Significance Filter (GloSS), and Locally Adaptive Network Sparsification Filter (LANS)) across diverse networks. …”
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Temperature Field Analysis of Traction Linear Induction Motors Based on Field-circuit Coupling by XUE Yongpeng, WANG Shuhong, WU Pan, CHAI Jingtang

“…A 12 kW LIM is modeled using 3D fluid-solid coupling temperature field and finite element electromagnetic simulation methods. The finite volume method is employed for coupling the motor′s fluid and temperature fields, and the frozen rotor method is applied to account for the effects of surrounding air flow and rotor motion on the steady-state temperature rise of the motor. …”
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On the markers for schizophrenia by A. N. Erichev, I. I. Bode, V. O. Polyakova, A. P. Kotsubinsky, B. G. Butoma

“…The samples were studied by the immunocytochemical method followed by visualization using scanning laser confocal microscopy and morphometric analysis.Results and discussion: : It was revealed that the markers studied were found to be associated with the nature of mental disorder, but not with the influence of psychotropic drugs used in it. …”
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Improving lung cancer pathological hyperspectral diagnosis through cell-level annotation refinement by Zhiliang Yan, Haosong Huang, Rongmei Geng, Jingang Zhang, Yu Chen, Yunfeng Nie

“…While pixel-level labeling methods for an entire slide can take over 30 mins, our semi-automated method requires only about 5 mins. …”
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Influence of time constants of frequency regulators on the amplitude of power exchange fluctuations in autonomous diesel power plants by A. E. Savenko, P. S. Savenko

“…An example of using the proposed method for a specific electrical complex is given. …”
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Describing the performance of U.S. hospitals by applying big data analytics. by Nicholas S Downing, Alexander Cloninger, Arjun K Venkatesh, Angela Hsieh, Elizabeth E Drye, Ronald R Coifman, Harlan M Krumholz

“…Our application of a novel graph analytics method to data describing U.S. hospitals revealed nuanced differences in performance that are obscured in existing hospital rating systems.…”
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Towards the improvement of project team performance based on large language models by Mykyta Rohovyi, Marina Grinchenko

“…The subject of the study is a method for identifying poor quality project sprint task descriptions to improve team performance and reduce project risks. …”
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MODERN APPROACHES TO PREVENTION, EVALUATION AND TREATMENT OF COMPLICATIONS ASSOCIATED WITH ENDOVASCULAR CORONARY ARTERY INTERVENTIONS. PART III. LOSS AND MIGRATION OF CORONARY STEN... by S. A. Prozorov

“…The purpose is an analysis of the frequency, predictors, and approaches of treatment for loss and migration of the stent during coronary interventions.MATERIAL AND METHODS. Stent migration occurred in 4 patients (3 men and 1 woman aged 45–70 years), which accounted for 0.13% of 3081 cases of coronary intervention from January 2010 to December 2013. …”
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Lubrication state identification of vibration time-frequency characteristics based on CWT and CNN by Haijie Yu, Haijun Wei

“…Results demonstrated exceptional performance: the model achieved 99.8% training accuracy and 100% test accuracy, significantly outperforming traditional methods (RMS + CNN: 63.8%; PSD + CNN: 73.4%; CWT + SVM: 76.3%). t-SNE visualization confirmed distinct feature separation among lubrication states, and the confusion matrix revealed flawless classification on the test set. …”
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A Diagnosis Framework for High-reliability Equipment with Small Sample Based on Transfer Learning by Jinxin Pan, Bo Jing, Xiaoxuan Jiao, Shenglong Wang, Qingyi Zhang

“…As a result, the fault diagnosis rate increases by 28.6% through our proposed model, which is more precise than other classical methods. The results of feature visualization further demonstrate that the features are more distinguished through the proposed method. …”
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Evaluation of Data Acquisition Areas in Geotechnical Seismic Tests: Insights from Field Applications by Gunwoong Kim

“…These tests are essential in ensuring the safety, reliability, and performance of civil engineering projects and are increasingly used for 3D geographical visualization and subsurface modeling. While point-based tests like the cone penetration test (CPT) and standard penetration test (SPT) are widely used, area-based methods such as the spectral analysis of surface waves (SASW) and electrical resistivity testing significantly enhance the accuracy of such models by providing broader coverage. …”
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Unsupervised clustering based coronary artery segmentation by Belén Serrano-Antón, Manuel Insúa Villa, Santiago Pendón-Minguillón, Santiago Paramés-Estévez, Alberto Otero-Cacho, Diego López-Otero, Brais Díaz-Fernández, María Bastos-Fernández, José R. González-Juanatey, Alberto P. Muñuzuri

“…Additionally, the ability to visualize clusters and graphs from any cross-section enhances the method’s explainability, providing clinicians with deeper insights into vascular structures. …”
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MA-VoxelMorph: Multi-scale attention-based VoxelMorph for nonrigid registration of thoracoabdominal CT images by Qing Huang, Lei Ren, Tingwei Quan, Minglei Yang, Hongmei Yuan, Kai Cao

“…This paper aims to develop a nonrigid registration method of preoperative and intraoperative thoracoabdominal CT images in computer-assisted interventional surgeries for accurate tumor localization and tissue visualization enhancement. …”
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Low-Voltage Biological Electric Shock Fault Diagnosis Based on the Attention Mechanism Fusion Parallel Convolutional Neural Network/Bidirectional Long Short-Term Memory Model by Meijin Lin, Yuliang Luo, Senjie Chen, Zhirong Qiu, Zibin Dai

“…Electric shock protection is critical for ensuring power safety in low-voltage grids, and robust fault diagnosis methods provide an essential foundation for the accurate operation of such protection devices. …”
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INTELLIGENT TECHNOLOGY OF WAVELET ANALYSIS OF VIBRATION SIGNALS by A. V. Gulai, V. M. Zaitsev

“…This requires the use of wavelet-transformation oscillation methods and introduction of intelligent systems to hardware and software used in the experiment. …”
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Decoding Vitruvius — Modulation of a Sequenced Nominal Value of a Fixed Module by Ad Triangulum Geometry by Duško Čikara

“…The sequencing of circles congruent with a (divided) column diameter – a visualization of the Vitruvian concept of a fixed module – is expanded by the inclusion, in the same scale, of geometric figures intrinsic to the ad triangulum method. …”
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A Diagnostic and Therapeutic Approach to Retained Anchoring Sutures: Color Doppler Ultrasound for Diagnosing and the Retract-and-Cut Technique for Minimizing Invasive Interventions by Ali Hajihashemi, Reza Tavakoli, Mahsa Geravandi

“…In addition, the retract-and-cut technique offers a minimally invasive and effective approach for managing retained sutures, avoiding the need for surgical intervention. This method ensures patient comfort and safety, particularly in palliative care settings where nonsurgical options are prioritized.…”
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Safety and Efficacy of Echo- vs. Fluoroscopy-Guided Pericardiocentesis in Cardiac Tamponade by Dejan S. Simeunović, Ivan Milinković, Marija Polovina, Danijela Trifunović Zamaklar, Ivana Veljić, Stefan Zaharijev, Marija Babić, Dejan Nikolić, Valerija Perić, Nina Gatarić, Arsen D. Ristić, Petar M. Seferović

“…This study evaluated the triage score and compared the safety and efficacy of fluoroscopy- versus echo-guided procedures without additional visualization control. <i>Materials and Methods:</i> This prospective observational study included 71 patients with cardiac tamponade from February 2021 to June 2022. …”
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Virtual reality and preclinical medical education: a systematic review of its application and effectiveness by Serine Torosian, Vanad Mousakhani, Samantha Wehsener, Vineeta Ramnauth, Gabrielle Walcott-Bedeau

“…While VR will not replace lectures, cadaveric dissection, or standardized patients, it serves as a powerful complementary tool that can enhance traditional teaching methods and may, in certain contexts, surpass textbooks in utility. …”
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