APPLICATION OF THE EVOLUTIONARY PARADIGM TO DESIGNING ARCHITEСTURE OF A NEURAL NETWORK FOR RECOGNIZING THE DISTORTED TEXT by Y. A. Bury, D. I. Samal

“…And if today it is impossible to determine the exact architecture of the links in biological neural systems, then at least one can try to reproduce the very process of their formation in order to obtain a more universal algorithm than those developed to the present moment.In opposite to them we form the final structure of the core of the classification system by evolutionary process, taking into account the knowledge about the features of the development and construction of the nervous system of vertebrates.Applying of the approach makes it possible to abstract from the limitations of existing neural network algorithms, caused by the scope of application of specific types of their structures.…”
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Study on the prehistoric decorated spindle whorls in Haidai region of China by Yuan Tao, Qicai Wang

“…The patterns on the decorated spindle whorls were analyzed and classified, and the characteristics of the patterns in different cultural periods were studied, and based on this, the purpose of making decorated spindle whorls and the function and meanings of the patterns were discussed. …”
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Finite Mixture of the Hidden Markov Model for Driving Style Analysis by Lusa Ding, Ting Zhu, Yanli Wang, Yajie Zou

“…Analyzing driving style is useful for developing intelligent vehicles. Previous studies usually consider the statistical features (e.g., the means and standard deviations of brake pressure) of the measured driving data or manually define the number of patterns divided by behavior semantics to characterize driving styles. …”
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Historiography of Book Distribution in Siberian-Far Eastern Region (Soviet, Post-Soviet Periods) by O. N. Alshevskaya

“…The relevance and importance of the conducted historiographical analysis are determined, on the one hand, by the insufficient theoretical elaboration of the topic, the lack of fundamental research, in general, the importance of a comprehensive generalization and analysis of disparate and fragmentary general and applied research and materials; on the other hand, the need to identify patterns and features, problems and trends in the development of book distribution, due to its important role in the promotion of the book and reading, in the development of infrastructure for reading the region and the country as a whole. …”
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The Unknown Heritage of the Russian City Economic Geography (about the book ‘The Industrial Geography of St. Petersburg’ by V.V. Pokshishevsky) by Mikhail Ivanovich Amosov

“…As a result, the scientist made fundamental conclusions about the geographical patterns of the industrial placement, the development of transport, trade and logistics infrastructures, as well as the city planning and development. …”
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Annual global dengue dynamics are related to multi-source factors revealed by a machine learning prediction analysis. by Haoyu Long, Yilin Chen, Jingru Feng, Jian Chen, Xue Zhang, Wenjie Han, Min Kang, Xiangjun Du

“…Risk factors associated to dengue were identified, including the occurrence of Aedes mosquitoes, changes in the predominant serotype, and the prevalence of anemia. Feature contribution pattern was different between hyperendemic and non-hyperendemic regions. …”
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Antibiotic stories: a mixed-methods, multi-country analysis of household antibiotic use in Malawi, Uganda and Zimbabwe by Justin Dixon, Shunmay Yeung, John Bradley, Laurie Denyer Willis, Susan Nayiga, Clare I R Chandler, Rashida Abbas Ferrand, Sham Lal, Miriam Kayendeke, Christine Nabirye, Sarah G Staedke, Eleanor Elizabeth MacPherson, Edward Green, Salome Manyau, Esnart Sanudi, Alex Nkaombe, Portia Mareke, Kenny Sitole, Coll de Lima Hutchison, Chrissy Roberts

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Transportation carbon emission efficiency network formation mechanism and spatial structural complexity analysis: Evidence from China by Lin Liu, Yuming Liu, Rong Zhao

“…This study employs the super-efficiency SBM model and social network analysis to examine the mechanistic formation of carbon emission networks, emphasizing temporal and gradient distribution patterns of efficiency networks, spatial transfer pathways, efficiency evolution characteristics, and the complexity of microstructures. …”
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Multimodal machine learning for analysing multifactorial causes of disease—The case of childhood overweight and obesity in Mexico by Rosario Silva Sepulveda, Magnus Boman, Magnus Boman

“…Public health interventions have shown only moderate success, possibly from relying on knowledge extracted using limited types of statistical data analysis methods.PurposeTo explore if multimodal machine learning can enhance identifying predictive features from obesogenic environments and investigating complex disease or social patterns, using the Mexican National Health and Nutrition Survey.MethodsWe grouped features into five data modalities corresponding to paediatric population exogenous factors, in two multimodal machine learning pipelines, against a unimodal early fusion baseline. …”
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Progress and research direction of shale oil exploration in complex fault blocks with low to medium TOC in Subei Basin by ZHONG Zhiguo, YU Wenquan, DUAN Hongliang, YANG Baoliang

“…However, there are still many challenges, such as an unclear understanding of the patterns of shale oil enrichment and high yield, insufficient adaptability of engineering technologies, undefined technical policies for cost-effective development, and high development costs. …”
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Mental disorders in endocrinopathies by N. A. Kosenko, B. D. Tsygankov, V. G. Kosenko, M. I. Ageev, G. T. Krasil'nikov, E. F. Chebagina

“…Outlines the main clinical forms of mental disorders, as well as analyzes the patterns of their clinical dynamics. Marked clinical manifestations caused by a non-specific impact of endocrine dysfunction, as well as the specific features of each individual endocrinopathy. …”
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Heterogeneity in recombination rates and accessory gene co-occurrence distinguish Pseudomonas aeruginosa phylogroups by Samara T. Choudhury, Kathryn R. Piper, Manuela Montoya-Giraldo, Odion O. Ikhimiukor, Jeremy R. Dettman, Rees Kassen, Cheryl P. Andam

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Overview of the histopathological and immunohistochemical characteristics of neuroendocrine neoplasms by Sonia L. El-Sharkawy, Manal A. Badawi, Wafaa E. Abdelaal, Naglaa F. Abbas

“…Abstract Neuroendocrine neoplasms [NENs] are a group of rare tumors that evolve from neuroendocrine cells and show different morphological patterns and clinical and biological characteristics. …”
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Dynamic Evolution, Spatial Differences, and Convergence of Land Green Use Efficiency in Resource-based Cities by BIAN Zhiqiang, ZHANG Qianhua

“…［Objective］ To reveal the spatiotemporal evolution, distribution dynamics, spatial differences, and convergence characteristics of land green use efficiency in resource-based cities, in order to clarify the land use status, optimize the national spatial development pattern, and provide a reference for comprehensive green transformation of economic and social development. …”
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Biomarkers in spinal muscular atrophy by Liping Yan, Jinping Zhang, Jian Zheng, Hua Hao

“…It focuses on discussing the expression patterns, clinical correlations, and applicable conditions of various types of biomarkers, with the aim of providing more accurate basis for disease stratification, efficacy prediction, and treatment decision-making.…”
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A Novel Deep Learning Model for Motor Imagery Classification in Brain–Computer Interfaces by Wenhui Chen, Shunwu Xu, Qingqing Hu, Yiran Peng, Hong Zhang, Jian Zhang, Zhaowen Chen

“…The proposed method includes a Dual-Branch Feature Extraction Module designed to capture both temporal features and spatial patterns across different scales. …”
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Promotion or inhibition? Exploring the influence of the digital economy on urban-rural integration: A case study of yellow River basin by Mingxi Zhou, Fuyou Guo, Yongsheng Sun, Jiamin Ren, Xuebo Zhang

“…The findings reveal the following: 1) The degree of digital economy and urban-rural integration display a characteristic pattern resembling that of a downstream > midstream > upstream watershed, showcasing discernible spatial correlation features between them. 2) The digital economy in the Yellow River Basin directly fosters urban-rural integration development. …”
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Genetic disruption of the baculum compromises the ability of male mice to copulate. by Caleb R Ghione, Nicholas G Schultz, Sungdae Park, Douglas B Menke, Matthew D Dean

“…The goal of the current study is to uncover molecular details that could allow selective disruption of the baculum while allowing normal sexual differentiation and skeletal development. We compare patterns of androgen receptor binding and single cell gene expression in the developing penis, forelimbs and hindlimbs of mice. …”
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The specific character of the contemporary Russian youth policy in the context of problematization of the youth subjectness principle by O. S. Gilyazova

“…The aim of the article is to consider the specific character of youth policy in contemporary Russia by retrospectively analyzing its establishment, its laws and regulations, its theories (types and models) conceptualized depending on youth perception patterns (as a problem or resource), the place and role of youth (as a subject or object). …”
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Mitigating Data Leakage in a WiFi CSI Benchmark for Human Action Recognition by Domonkos Varga

“…Specifically, the benchmark fails to separate individuals between the training and test sets, leading to inflated performance metrics as models inadvertently learn individual-specific features rather than generalizable action patterns. …”
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