AMCL: supervised contrastive learning with hard sample mining for multi-functional therapeutic peptide prediction by Jiwei Fang, Henghui Fan, Jintao Zhao, Jianping Zhao, Junfeng Xia

“…The interpretability of AMCL is demonstrated through feature space analysis and Gradient-weighted Class Activation Mapping (Grad-CAM) visualization. Conclusions Comprehensive experiments show that AMCL significantly outperforms existing methods across multiple key metrics, including Absolute true, Accuracy, Macro-F1, and Micro-F1, establishing a new state-of-the-art in therapeutic peptide multi-functional prediction.…”
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Formation of methodological foundations for the analysis of national development in conditions of foreign economic discrimination by O. M. Pisareva

“…Purpose: is to form a conceptual approach to the analysis of the macroeconomic effects of external sanctions based on increasing the information content of the use of technical indicators in assessing the stability and vulnerability of the national economy to the effects of discriminatory restrictions in foreign economic activity. Methods: the study is based on the processing and analysis of data obtained as a result of content analysis of a significant number of scientific, scientific-practical, and expert sources of information.Methods of scientific generalization and classification, economic, expert and statistical analysis were used.Results: the analysis of the impact of sanctions restrictions on the key indicators of the characteristics of sustainable and innovative development of the discriminated national economy is carried out. …”
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Design of a Convolutional Neural Network with Type-2 Fuzzy-Based Pooling for Vehicle Recognition by Cheng-Jian Lin, Bing-Hong Chen, Chun-Hui Lin, Jyun-Yu Jhang

“…In addition, t-distributed stochastic neighbor embedding plots and feature visualization maps further highlighted the potential of type-2 fuzzy-based pooling to overcome the limitations of conventional pooling methods and enhance the performance of convolutional neural networks in image analysis tasks.…”
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Bridging Physical and Digital Realms: An Innovative AI-Driven Methodology for Architectural Conceptualization by Ayman Assem

“…The competition results highlighted the framework's effectiveness, with participants demonstrating a range of innovative approaches and successful integration of physical modeling with AI-enhanced design visualization. This methodology combines physical modeling with AI-driven design tools, enabling architects to investigate a wider range of creative options while maintaining a link to conventional design methods. …”
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Non-Gaussian diffusion imaging for enhanced contrast of brain tissue affected by ischemic stroke. by Farida Grinberg, Ezequiel Farrher, Luisa Ciobanu, Françoise Geffroy, Denis Le Bihan, N Jon Shah

“…We have shown that two models, GDF and SEM, exhibit a better performance than the conventional method and allow for a significantly enhanced visualization of lesions. …”
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Isolation and adipogenic differentiation of murine mesenchymal stem cells harvested from macrophage-depleted bone marrow and adipose tissue by Iram Fatima S. Siddiqui, Muthu L. Muthu, Dieter P. Reinhardt

“…Since there is a wide spectrum of methods available, the purpose is to provide a focused hands-on procedural guide for isolation and characterization of murine BM-MSCs and ASCs and to effectively differentiate them into adipocytes.Methods and Results Optimized harvesting procedures for murine BM-MSCs and ASCs are described and graphically documented. …”
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Malignant Neurofibroma (Neurogenic Sarcoma) of the Mammary Gland (Clinical Case Description) by Kens А., Kens А.-М.

“…The clinical examination of the disease, the data of the visualization methods of diagnosis (ultrasonography, mammography) and the morphological (cytological and histological) study of biopsy samples gave grounds to suspect the patient’s presence of a wide range of possible diseases: malignant fibroadenoma, myofibroblastoma, nodular fasciitis. …”
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Assessment of Power Transformer Technical State Using Explainable Artificial Intelligence by Khalyasmaa A.I., Matrenin P.V., Eroshenko S.A.

“…In addition, for the first time in this problem, a Light gradient boosting method was applied. The proposed method allows for increasing the validity of the technical state assessment of high-voltage equipment using machine learning. …”
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Bibliometric analysis of teen pregnancy research in Asia-Africa: Explore the future scope by Esti Nugraheny, Bunga A Paramashanti, Eny R Ambarwati, Yanti Yanti, Ocktariyana Ocktariyana, Tri Sunarsih, Zulvi Wiyanti, Hadi Ashar

“…Classification and visualization of results were conducted using VOSviewer software version 1.6.17. …”
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Autoimmune Encephalitis. An Analysis of Three Cases by G. R. Ramazanov, E. V. Shevchenko, E. M. Bardina, Kh. V. Korigova, E. A. Kovaleva, L. Kh.-B. Akhmatkhanova, I. S. Aliev, M. V Sinkin

“…The diagnosis of diseases from the group of autoimmune encephalitis (AE) requires a detailed analysis of clinical data and correlation of results from a wide range of laboratory and instrumental research methods. This article presents three clinical cases of patients with AE. …”
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СКРЫТЫЙ ГЕПАТИТ В: КЛИНИЧЕСКОЕ ЗНАЧЕНИЕ И ПРОБЛЕМЫ ДИАГНОСТИКИ by И. А. Морозов, Л. Ю. Ильченко, И. Г. Федоров, И. В. Гордейчук, И. Н. Гордейчук, А. К. Княженцева, Е. А. Зверкова, М. И. Михайлов, Г. И. Сторожаков

“…Attention is drawn to the role of morphologic methods including histochemistry, immunohistochemistry and electron microscopy in verification of HBVinfection and direct visualization of virions in cytoplasm of hepatocytes.…”
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UWMambaNet: Dual-Branch Underwater Image Reconstruction Based on W-Shaped Mamba by Yuhan Zhang, Xinyang Yu, Zhanchuan Cai

“…Experimental results show that our method significantly improves the visual quality of underwater images and is superior to existing technologies in terms of quantitative indicators and visualization effects; compared to the best candidate models on the UIEB and EUVP datasets, UWMambaNet improves UCIQE by 3.7% and 2.4%, respectively.…”
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Using of endoscopic band ligation for endoscopic removal of colonic polyps by A. A. Natalskiy, V. B. Filimonov, S. O. Shadskiy, K. P. Pashkin

“…In this article, one of the methods of preventing this complication is discussed – preliminary preventive ligation of the leg of the polyp, carried out by using an endoscopic loop ligation.METHODS AND MATERIALS. …”
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Biportal Endoscopic Interlaminar Resection of Lumbar Facet Cyst: A Technical Note by Gatam AR, Gatam L, Ajiantoro A, Luthfi O, Phedy P, Mahadhipta H, Husin S, Antono ISW, Noor EA, Gani KS, Mitchel M, Kholinne E

“…The contralateral approach offers better visualization, improved dural dissection, and greater facet joint preservation, making it ideal for medial or adherent cysts. …”
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Intraoperative assessment of myocardial perfusion using near-infrared fluorescence and indocyanine green: A literature reviewCentral MessagePerspective by Roderick C. Peul, Rohit K. Kharbanda, MD, Stefan Koning, MD, Mo W. Kruiswijk, Floris P. Tange, Pim van den Hoven, MD, PhD, Alexander L. Vahrmeijer, MD, PhD, Robert J.M. Klautz, MD, PhD, Jaap F. Hamming, MD, PhD, Jesper Hjortnaes, MD, PhD, Joost R. van der Vorst, MD, PhD

“…Near-infrared fluorescence (NIRF) imaging shows promise in this area, offering real-time visualization of flow and perfusion without the need for radiation or nephrotoxic contrast agents. …”
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Generation of Site‐Specifically Labeled Affinity Reagents via Use of a Self‐Labeling Single Domain Antibody by Stanley Fayn, Swarnali Roy, Chino C. Cabalteja, Woonghee Lee, Hima Makala, Kwamena Baidoo, Divya Nambiar, Julia Sheehan‐Klenk, Joon‐Yong Chung, Jesse Buffington, Mitchell Ho, Freddy E. Escorcia, Ross W. Cheloha

“…Abstract Several chemical and enzymatic methods have been used to link antibodies to moieties that facilitate visualization of cognate targets. …”
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Development and validation of a prediction model for gestational diabetes mellitus risk among women from 8 to 14 weeks of gestation in Western China by Jiani Zhang, Qi Cao, Chihui Mao, Jinfeng Xu, Yaqian Li, Yi Mu, Guiqiong Huang, Daijuan Chen, Xixi Deng, Tingting Xu, Fan Zhou, Xiaodong Wang

“…Visualization of the model was achieved through a static nomogram and a risk-scoring model. …”
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Metabolic alterations in patients with essential tremor before and after deep brain stimulation: keys to understanding tremor using magnetic resonance spectroscopy by Nathanael Göransson, Nathanael Göransson, Sofie Tapper, Peter Lundberg, Peter Lundberg, Peter Lundberg, Peter Lundberg, Peter Zsigmond, Anders Tisell, Anders Tisell, Anders Tisell

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The Recurrence Rates at Three Years for the Conservatively Managed UTUC Cases Using NBI-Assisted Flexible Ureteroscopy and Holmium Laser Vaporization by Petrisor Geavlete, Valentin Iordache, Razvan Multescu, Alexandra Paunescu, Cosmin Ene, Razvan Popescu, Catalin Bulai, Bogdan Geavlete

“…<i>Background and Objectives</i>: This study aimed to evaluate the recurrence rates at three years for upper tract urothelial carcinoma (UTUC) cases managed conservatively, using Narrow Band Imaging (NBI)-assisted flexible ureteroscopy and Holmium laser vaporization. <i>Materials and Methods</i>: The study group included 61 patients who were diagnosed with NBI-assisted visualization with superficial pyelo-calyceal urothelial tumor lesions, treated conservatively by the flexible ureteroscopic approach and Holmium laser vaporization, also assisted by NBI. …”
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Blue Light and Green Light Fundus Autofluorescence, Complementary to Optical Coherence Tomography, in Age-Related Macular Degeneration Evaluation by Antonia-Elena Ranetti, Horia Tudor Stanca, Mihnea Munteanu, Raluca Bievel Radulescu, Simona Stanca

“…While optical coherence tomography (OCT) remains the gold standard for retinal imaging due to its high-resolution cross-sectional visualization, FAF offers unique metabolic insights. …”
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