SIGNETS: Neural Network Architectures for m-QAM Soft Demodulation by Aravind R. Voggu, Kanish R, Nishith Akula, Lohitaksh Maruvada, Takanori Shimizu, Madhav Rao

“…Through systematic Neural Architecture Search and Hyper-parameter optimization, we develop a family of Convolutional Neural Network architectures that demonstrate robust performance across challenging channel conditions, including multi-path fading, inter-symbol interference, and non-linear distortions, without requiring explicit channel estimation. …”
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Socioeconomic Factors Influencing Crop Diversification Among Smallholder Farmers in Bergville, South Africa by Busisiwe Vilakazi, Alfred O. Odindo, Mutondwa M. Phophi, Paramu L. Mafongoya

“…The multiple linear regression and multivariate probit regression models were applied to assess the socioeconomic factors influencing diversification. …”
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Discovering New Tyrosinase Inhibitors by Using In Silico Modelling, Molecular Docking, and Molecular Dynamics by Kevin A. OréMaldonado, Sebastián A. Cuesta, José R. Mora, Marcos A. Loroño, José L. Paz

“…<b>Background/Objectives:</b> This study was used in silico modelling to search for potential tyrosinase protein inhibitors from a database of different core structures for IC₅₀ prediction. <b>Methods</b>: Four machine learning algorithms and topographical descriptors were tested for model construction. …”
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A novel transformer-based dual attention architecture for the prediction of financial time series by Anita Hadizadeh, Mohammad Jafar Tarokh, Majid Mirzaee Ghazani

“…Abstract Financial prediction has gained significant attention due to the complex and non-linear dynamics of the market. A promising approach for generating accurate predictions is Transformers. …”
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Role of information technology in enhancing competitive priorities: Evidence from Yemeni pharmaceutical sector by Khadeeja Aljaradi, Ahmad Alshami

“…A total of eight companies were included. A structured questionnaire was distributed to a 220-randomly stratified sample; managerial, supervisory, and quality control personnel were selected from a population of 2,160 employees, yielding 198 valid responses. …”
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Bifurcation analysis and nonlinear elastic behavior of FG foam-filled double cylindrical microtubes via the modified couple stress theory in thermal environment by Sarah M. Albalawi, Mohammed Sobhy, Adel A. Elmandouh

“…The system is modeled as being embedded in a linear elastic foundation and subjected to a temperature gradient varying across the thickness according to a power-law distribution. …”
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Scattering of Electromagnetic Waves by Frequency-Detuned Systems of Dielectric Resonators by O. O. Trubin

“…The solution to the scattering problem is expanded in terms of the natural oscillation field of the system of detuned DRs. A system of linear equations for the amplitudes of forced oscillations is obtained. …”
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A leave-one-out algorithm for contribution analysis in component network meta-analysis by Yunhe Mao, Yiwen Shen, Qinbo Yang, Qingyang Shi, Sheyu Li

“…It reliably identifies pivotal evidence sources essential for component identifiability and precision across diverse network structures, enhancing the transparency and interpretability of evidence synthesis for complex interventions.…”
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Service or Devotion? Motivation Patterns of Russian Researchers by Natalia Shmatko, Galina Volkova

“… Most current studies of high-skilled personnel argue that the intrinsic personal motivation is their main feature and this motivation has a non-linear connection with external management actions. …”
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Impact of ice formations on the shore and bottom areas of shallow seas and large lakes of middle and subarctic latitudes by S. V. Maznev, S. A. Ogorodov

“…Ice formations affect linear and coastal structures not only in the Arctic, but also in the subarctic and middle latitudes. …”
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Public Awareness and Perceptions of Congenital Disabilities in Saudi Arabia: A Cross-Sectional Study by Alshehri FS, Ashour AM, Alorfi NM

“…Statistical analysis included descriptive statistics, correlation coefficients, and general linear modeling to understand the impact of demographic variables on awareness and preventive behaviors.Results: The study showed moderate public awareness and knowledge about congenital disabilities, with 49.6% of respondents acknowledging awareness and only 8.3% demonstrating excellent understanding. …”
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Effective bylaw implementation mechanisms for sustainable potato production in southwestern Uganda by Henry Makuma-Massa, Paul Kibwika, Paul Nampala, Mastewal Yami

“…A mixed-method approach was used to collect data involving structured questionnaires administered to 104 potato farmers (93% response rate), key informant interviews (nine), and focus groups (six). …”
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Determinants of Road Traffic Accidents Among Motorcycle Riders In Four Selected Sub-Counties, Kitui County, Kenya by Mutinda FK, Juma J, Muchiri J, Kariuki P

“…Quantitative data was collected using a structured questionnaire while Key informant interview guides were used to capture qualitative data. …”
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Prevalence of isotretinoin usage and its association with depression among acne patients in Amman, Jordan: a cross-sectional study by Mohammad Al-Shalalfeh, Bader Al Saidi, Mahmoud Alzyod, Abdallah Saad, Hasan Zahran, Hamza Al-Ayasreh, Ahmad Al-Ammouri, Habeeb Alrahman Almasri, Alharith Alfraheed, Noor Almaani

“…Statistical analyses, including t-tests, ANOVA, Pearson’s correlation, and multiple linear regression, were used to explore associations. …”
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Fertility intentions among Chinese adults: a cross-sectional study using a national survey by Mingyan Hao, Chenxiao Zhang, Haofeng Fu, Jingting Zhang, Ziyi Zhang, Baotong Ma, Ruitong Xia, Yuanwei Lu, Jingwen Liu, Hanjia Xin, Yumeng Cao, Saier Yang, Runqing Li, Ji Zhao, Jin Zhang, Zheng Gao, Yaxin Zeng, Yixiao Ding, Zhuolun Ren, Yan Guan, Na Zhang, Jia Li, Yan Ma, Pei Wei, Jingjing Dong, Chen Chen, Yajing Zhou, Jianzhong Zheng, Wei Liu, Lizheng Wang

“…To investigate the impact of various factors on fertility intentions, we organized the independent variables into three primary domains: socio-demographic characteristics, lifestyle and health behaviors, and family structure. We utilized domain-specific multivariate linear regression analyses, along with gender-stratified models, and examined interaction effects. …”
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Exploring Tensor-Based Optimization for Missing EEG Signal Recovery: A Comparative Study of Optimization Methods Across Different Tensor Decomposition Frameworks by Yue Zhang, Huanmin Ge, Chencheng Huang, Xinhua Su

“…In the most severe structured-missing case, employing a Linear Discriminant Analysis classifier, the t-SVD method enhance accuracy from 46.36% (missing data) to 56.50%, surpassing the tucker-based method (54.29%) and both CP-based methods (48.21% and 49.07%), approaching the accuracy achieved with the original data (58.57%). …”
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Effects of High Temperature and Cooling Pattern on the Chloride Permeability of Concrete by Zhiming Ma, Guangzhong Ba, Zhenhua Duan

“…Concrete structure is frequently subjected to the fire attack, whereas the permeability of concrete with fire-damage has received little consideration. …”
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On adaptive identification of systems having multiple nonlinearities by N. N. Karabutov

“…As a rule, the basis for the development of a mathematical model involves the linearization of a system. Under conditions of uncertainty, the identification problem becomes even more relevant. …”
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Frequent Irrigation Under Increasing Doses of Stabilized Sewage Sludge in The Soil Increases the Yield and Quality of Silage Maize by Mehmet Altun, Üstün Şahin

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Electrochemical dissolution behavior of IC21 nickel-based single crystal alloy under electrochemical machining conditions by LI Shun, LIU Weidong, ZHAO Yonghua, YUE Xiaoming

“…The electrochemical reaction characteristics of IC21 alloy in different electrolytes are analysed by linear scanning voltammetric polarisation curve measurements. …”
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