Improved method for a pedestrian detection model based on YOLO by Yanfei LI, Chengyi DONG

“…The main innovations were: (1) integration of spatial pyramid dilated (SPD) operations with conventional convolution layers to construct SPD-Conv modules, which effectively mitigated feature information loss while enhancing small-target detection accuracy; (2) incorporation of selective kernel attention mechanisms to enable context-aware feature selection and adaptive feature extraction. …”
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Surrogate data analyses of the energy landscape analysis of resting-state brain activity by Yuki Hosaka, Takemi Hieda, Ruixiang Li, Kenji Hayashi, Koji Jimura, Teppei Matsui

“…However, many of these techniques are based on momentary temporal correlation and co-activation patterns and merely reflect linear features of the data, suggesting that the dynamic features, such as state-switching, extracted by these techniques may be misinterpreted. …”
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Intellectual elite and Homo intellectualis of the information civilization by Tamara L'vovna Salova

“…The emergence of a new class of intellectuals - the intellectual elite - is associated with the transition to an information civilization, which is considered by futurologists as the modern stage of human development, when intelligence becomes the central concept, and intellectual culture determines the level of intelligence development.The study of the role of the intellectual elite in the society and the description of the "portrait" of a representative of the intellectual elite is the purpose of the research.The methodological basis of the research is a dialectical logic, which gives an idea of the patterns of the development; a systematic approach associated with the idea of an object as an integral system, with the identification of diverse types of connections of a complex object and bringing them into a single theoretical picture.As a result of the research, the main purpose of the intellectual elite has been revealed, the features of intellectual labor in a society with a network structure of interaction determined, and the conclusion made that the intellectual elite is at the same time a spiritual and moral elite, i.e. represents the modern intelligentsia.The rationale for the introduction of the new concept of "Homo intellectualis" (intellectual person) into scientific circulation can be considered as a key conclusion.The relevance of the topic and its practical significance is connected with the strategic line of the state to raise the prestige of intellectual labor and increase the intellectual potential of the nation.…”
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Error-Robust Modes of the Retinal Population Code. by Jason S Prentice, Olivier Marre, Mark L Ioffe, Adrianna R Loback, Gašper Tkačik, Michael J Berry

“…Across the nervous system, certain population spiking patterns are observed far more frequently than others. …”
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Liver diseases (<i>Review of the Seventeenth Russian Gastroenterological Week proceedings, October, 10–12, 2011, Moscow</i>) by I. V. Mayev, A. N. Kazyulin, Yu. A. Kucheryavy, Ye. A. Mayevskaya

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Numerical Investigations of Convective Initiation in Barbados by Kim Whitehall, Sen Chiao, Margarette Mayers-Als

“…Localized convection in Barbados accounts for hazardous conditions and a significant percentage of the island’s annual rainfall. The feature results in rainfall accumulations exceeding 50 mm in 3 hours or less, over isolated locations. …”
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A hybrid Bi-LSTM and RBM approach for advanced underwater object detection. by Manimurugan S, Karthikeyan P, Narmatha C, Majed M Aborokbah, Anand Paul, Subramaniam Ganesan, Rajendran T, Mohammad Ammad-Uddin

“…The model benefits from effective feature learning, aided by RBMs that enable the extraction of hierarchical and abstract representations. …”
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Brain Effective Connectivity Analysis Facilitates the Treatment Outcome Expectation of Sound Therapy in Patients With Tinnitus by Han Lv, Jinduo Liu, Qian Chen, Zuozhen Zhang, Zhaodi Wang, Shusheng Gong, Junzhong Ji, Zhenchang Wang

“…This provided critical insights into the gain theory of tinnitus development. The altered pattern of functional information orchestration, represented by a higher degree of hypervigilance-driven attention and enhanced multisensory integration, may explain poor clinical outcomes. …”
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Genesis of the education system in the context of the wave theory of E. Toffler by Roman A. Romashov, Dmitry A. Lipinsky, Aleksandra A. Musatkina, Alexsey A. Stankin, Olga E. Surkova

“… The purpose of the research is to determine the patterns of development of the system of Russian and foreign education in the context of scientific approaches to the typology of the state. …”
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Generation of diverse biological forms through combinatorial interactions between tissue polarity and growth. by Richard Kennaway, Enrico Coen, Amelia Green, Andrew Bangham

“…The resulting growth depends on how specified growth patterns interact within the constraints of mechanically connected tissue. …”
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Research on Machine Vision–Based Intelligent Tracking System for Maintenance Personnel by Yinglin Ma, Hongmei Shi, Yao Wang, Baofeng Li

“…To handle occlusion, we designed a Re-ID method based on body part recognition, segmenting features into head–shoulder, body, arm, and leg components, with higher weights assigned to visible parts. …”
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Enhancing Education with Machine Learning: Predicting Student Readability Scores by Claire Bell

“…This improvement is attributed to RFST's ability to effectively identify and utilize key textual features. In comparison, the baseline RFC and GRO-optimized Random Forest (RFGR) models achieve accuracies of 0.932 and 0.935, respectively, highlighting their limitations in capturing the intricate linguistic patterns associated with readability. …”
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Genome-Wide Identification and Expression Analysis of the G-Protein Gene Family in Barley Under Abiotic Stresses by Ailing Han, Zhengyuan Xu, Zhenyu Cai, Yuling Zheng, Mingjiong Chen, Liyuan Wu, Qiufang Shen

“…Heterotrimeric G-proteins are fundamental signal transducers highly conserved in plant species, which play crucial roles in regulating plant growth, development, and responses to abiotic stresses. Identification of G-protein members and their expression patterns in plants are essential for improving crop resilience against environmental stresses. …”
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Feasibility of Using Wavelet Analysis and Machine Learning Method in Technical Diagnosis of Car Seats by Cezary BARTMAŃSKI, Alicja BRAMORSKA

“…A method of feature extraction (diagnostic symptoms) using wavelet decomposition of acoustic signals was developed. …”
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Seasonal dynamics of hiking activities in mountainous areas: a topography-aware sequential network modeling approach using crowdsourced trajectories by Jiyuan Li, Xiao Feng, Tao Li, Xiping Yang, Weihang Jing, Xiaoshu Cao

“…The paper proposes a topography-aware sequential network model that accounts for terrain resistance and incorporates behaviorally significant feature points, enabling detailed analysis of seasonal dynamics in hiker movement patterns on informal trails in mountainous areas. …”
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Surgical Fixation of Bilateral Simultaneous Avulsion Fractures of the Proximal Tibia in a 12-Year-Old with History of Conservatively Managed Unilateral Tibial Avulsion Fracture by Christopher Newman, Dharsh Musiienko, Samuel Law

“…The specific anatomical and histological features of the proximal tibial epiphysis make it vulnerable to a specific fracture pattern that occurs when the tensile force of the quadriceps is greater than the fibrocartilaginous tissue underlying the tibial tuberosity. …”
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Single-cell transcriptomics in colorectal cancer uncover the potential of metastasis and immune dysregulation of a cell cluster overexpressed PRSS22 by Chengyuan Xu, Ziheng Zhou, Dongfei Zhu, Qingyun Zhang, Shoubin Zhong, Zhenhua Li

“…Subsequently, Boruta feature selection algorithm was combined to identify prognosis related genes. …”
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Effects of Perforated Plates on Shock Structure Alteration for NACA0012 Cascade Configurations by Mihnea Gall, Oana Dumitrescu, Valeriu Drăgan, Daniel-Eugeniu Crunțeanu

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Classifying Emotionally Induced Pain Intensity Using Multimodal Physiological Signals and Subjective Ratings: A Pilot Study by Eun-Hye Jang, Young-Ji Eum, Daesub Yoon, Sangwon Byun

“…SC features emerged as key biomarkers, while valence and arousal offered complementary insights, supporting the development of personalized, psychologically informed pain assessment systems.…”
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Assessment of economic well-being in South Africa based on remote sensing transfer learning by L. Wang, L. Wang, T. Long, T. Long, E. Adam

“…CNNS are trained to predict nighttime light intensity, act as proxies for economic activity, while learning to recognize environmental features. Patterns indicating economic activity and environmental conditions can be identified from daytime images alone. …”
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