The impact of cross-validation choices on pBCI classification metrics: lessons for transparent reporting by Felix Schroeder, Stephen Fairclough, Frederic Dehais, Matthew Richins

“…A comparison of cross-validation schemes in which train and test subset boundaries either respect the block-structure of the data collection or not, illustrated how the relative performance of classifiers varies significantly with the evaluation method used. …”
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Preparation and Characterization of Patuletin-Loaded Chitosan Nanoparticles with Improved Selectivity and Safety Profiles for Anticancer Applications by Ahmed M. Metwaly, Ahmed M. Abdel-Raoof, Abdulaziz M. Alattar, Adham A. El-Zomrawy, Ashraf M. Ashmawy, Metwally G. Metwally, Mohamed A. Abu-Saied, Asmaa M. Lotfy, Bshra A. Alsfouk, Eslam B. Elkaeed, Ibrahim H. Eissa

“…PT-CS-NPs were synthesized based on the computational outputs, resulting in nanoparticles with an angular structure and an average size of 6.168 nm. The cytotoxicity of PT and PT-CS-NP was evaluated in breast and colon cancer cell lines, and selectivity indices were calculated to assess safety profiles. …”
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Experimental and Computational Study of the Formation of Composite Granular Fuel by L. N. Ovchinnikov, N. L. Ovchinnikov, A. V. Mitrofanov, S. V. Vasilevich, S. V. Shpeynova

“…The formation of a composite fuel with specified physical and mechanical properties provides a solution to this problem. The structure of the composite fuel based on peat, sawdust, cellulose and modifier was established at the previous stages of our work. …”
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The Impact of Agrarian Imports from Ukraine on the Economies of European Union Countries by Babets Iryna G.

“…The article analyzes the dynamics and structure of Ukrainian agrarian product imports by EU countries and highlights the main groups of food products imported from Ukraine. …”
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Tectonic Fracture Characterization and Stress Analysis in Complex Fault Block Formations: A Case Study in the Second Member of Dengying Formation in Central Sichuan by Yu Fan, Jianhua Guo, Xu Yang, Xihui Hu, Xinyu Shen, Qiutong Wang, Yijia Tang

“…The reservoir is situated in a complex fault block structure characterized by multistage fault evolution, leading to a complicated distribution of tectonic fractures crucial for the accumulation and migration of oil and gas. …”
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Enhancing cost efficiency and promoting sustainable development of rapeseed in China: the role of scale operations and management by Qing Zhang, Feng Ye, Ting Tong, Zhongchao Feng

“…Results reveal a non-linear relationship between the scale of operation and the average cost per mu: as the operational scale expanded, the average cost per mu initially decreased, then increased. …”
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Analysis of the Kuznets curve relationship between economic development and ecological environment in Aba Prefecture. by Xinglin Liu, Jing Zhou

“…To achieve a long-term win-win outcome of both economic growth and environmental protection, it is essential to further deepen the transformation of the industrial structure, strengthen environmental governance measures, and optimize policy implementation.…”
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Mechanical manifestation characteristics and damage evolution law of unloading perturbation damage in surrounding rock of deep roadways by Xinfeng Wang, Tian Jiang, Chuanqi Zhu, Youyu Wei, Yunhui Jiang

“…Abstract Aiming at the problems of stress concentration, large deformation and serious damage in surrounding rock of deep roadways under excavation unloading disturbance conditions, the micro and macro mechanical properties and damage patterns of deep rock internal structure deformation instability were analyzed by combining rock mechanics tests with XRD, SEM and AE test technology; a zonal distribution model for damage of surrounding rock was established using elastoplastic theory and yield strength criteria, with derived expressions for stress–strain, displacement, and radius of each zone; FLAC3D was used to investigate the spatiotemporal evolution of surrounding rock under different influencing factors. …”
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Design of Constant Speed Controller for Hydraulic Retarder Based on Robust Control by Pengxiang Song, Ao Meng, Yang Ding

“…As a kind of auxiliary brake, the hydraulic retarder has the characteristics of large braking torque and compact structure. More importantly, the hydraulic retarder is capable of braking for a long period of time, which enables the vehicle to travel downhill at a constant speed with less or no use of mechanical brakes. …”
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On-Chip Antenna Design Using the Concepts of Metamaterial and SIW Principles Applicable to Terahertz Integrated Circuits Operating over 0.6–0.622 THz by Ayman A. Althuwayb

“…To achieve high performance parameters without increasing the antenna's physical dimensions, the metamaterial and substrate integrated waveguide properties have been applied to the antenna structure by implementing linear tapered slots on the patch top surfaces and metallic via holes throughout the middle ground plane connecting top and bottom substrates to each other. …”
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Patterns of nutrients distribution along salinity gradient in the estuaries of the rivers Sukhodol and Razdolnaya/Suifen (Peter the Great Bay, Japan Sea) by Anna S. Vazhova, Yury I. Zuenko

“…In the case of conservative behavior of nutrients, their concentration should have negative linear dependence on increasing salinity, but its non-linearity shows removal or addition of the nutrients by processes of biological production or destruction: negative deviations indicate production and positive deviations indicate destruction. …”
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Interactive image segmentation algorithm based on adaptive kernel learning by LONG Jianwu, LI Jihao

“…To address the issue that most existing interactive image segmentation methods suffer from limited segmentation performance due to their susceptibility to noise interference and non-convex structure impacts in the original feature space, an adaptive kernel learning-based interactive image segmentation algorithm was proposed. …”
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ALTERNATIVE FARM PLANS FOR VAGETABLE FARMERS A HIGHER PROFIT MARGIN AND EFFICIENCY IN USING OPTIMUM RESOURCE STYLE ASSALAMEYYAH REGION AS AMODEL by Salim Al-Nua’imi, Sura Sa’il Abed Al-Ugaidi

“…The analysis results indicated that it has achieved a total margin more than the achieved total margin according to the prevailed structure in the region at an average (11127%) for the sample. …”
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Self-Supervised Learning Meets Custom Autoencoder Classifier: A Semi-Supervised Approach for Encrypted Traffic Anomaly Detection by A. Ramzi Bahlali, Abdelmalik Bachir, Abdeldjalil Labed

“…We design a novel pretext task that predicts important masked features, enabling the model to capture meaningful structure in the data. The learned representations are fine-tuned with minimal labeled data using a Custom-Autoencoder (Custom-AE) classifier. …”
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Distribution of vehicle speeds in traffic flow on multilane roads approaching major and metropolitan cities by Oksana Hulchak, Stanislav Popov, Liudmyla Nahrebelna, Alina Korchevska

“…The authors also examined the spatiotemporal structure of traffic flow, including the daily distribution of traffic volumes, lane-by-lane and directional variation, and empirical and theoretical speed distribution curves. …”
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Highlighting real capacitor behavior in liquid ammonia of passivated n-InP by thin Polyphosphazene film by Gianluca Visagli, Arnaud Etcheberry, Anne-Marie Gonçalves

“…Capacitance–voltage measurements showed a constant capacitance (≈ 1.3 μF.cm−2) over 400 mV after passivation, signifying the formation of a stable capacitor-like structure at the interface in a large potential domain. …”
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Application of Glucomannan by Sonia Sharma, Neeraj Wadhwa

“…Glucomannan is considered to be a dietary fibre which is actually present in some plant species in the form of hemicelluloses component in the cell wall. Its structure consists of linear chain of mixed residues of α-1,4 linked D-mannose and D-glucose monomers arranged in blocks. …”
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Mathematics in its relation to other disciplines. Some examples related to economics and physics by Jean-Luc Dorier

“…In many contexts, mathematics is feared and seen as a subject for selection, disconnected from interesting applications to real life. Moreover, the structure of teaching institutions, in many cases, makes the collaboration between teachers from different disciplines very difficult. …”
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HYDRODYNAMIC MIXER OPERATION BY BIODIESEL PRODUCTION FROM JATROPHA OIL by Hoang Nghia Dat, G. G. Parkhomenko, V. I. Pakhomov, V. B. Rykov, S. I. Byr’Ko, I. V. Bozhko

“…There were proved physical and chemical data of process of cavitational impact of carbon dioxide on biodiesel fuel as a result of which properties of the environment improve owing to structurization of molecules of solution that positively influences mixing. …”
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Analyzing the maxillary sinuses using 3D-modeling by O. V. Zeleva, A. V. Kolsanov, P. M. Zel'ter, E. A. Sidorov

“…The most developing technique that allows you to move from planar images to a picture that clearly represents the shape of the anatomical structure and topographic-anatomical relationships is 3D-modeling.Purpose. …”
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