Analysis of Nutritional Content in Rice Seeds Based on Near-Infrared Spectroscopy by Hengyuan Kong, Jianing Wang, Guanyu Lin, Jianbo Chen, Zhitao Xie

“…To overcome these limitations, this study developed a non-destructive detection method using near-infrared spectroscopy (1000–2200 nm) combined with linear regression modeling to achieve efficient and simultaneous multi-component analysis through the principle of anharmonic molecular vibration. …”
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ESTIMATING THE PROPERTIES OF TECHNOLOGICAL SYSTEMS BASED ON FUZZY SETS by Vladimir Beskorovainyi, Heorhii Berezovskyi

“…The article presents the model of preferences of the decision-maker developed by the authors for evaluating individual properties of technological systems using the membership function of fuzzy sets, which allows to realize both linear and nonlinear (convex, concave, S-shaped and Z-shaped) criteria. …”
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Fast-track analysis of beetroot using the liquid generated during the cooking processOpen Data is available at under the name “UBU-Polymers Research Group 02062025″. by María Gaona-Ruiz, Saúl Vallejos, Ana Rodríguez, Miriam Trigo-López, Celia Carrillo

“…Results showed that beetroot liquid reliably indicated changes in bioactive compounds and bioactivity under increasing intensities of thermal treatment, with an identical betalain and polyphenol profile to that obtained via mass spectrometry in extracts. A linear regression model enabled the prediction of beetroot functionality, reducing pre-quantification time from 105 min to 5 min and eliminating the need for 10 mL of solvent per gram of sample. …”
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Inconvenience, lifestyle flexibility, glycemic control, and satisfaction with insulin treatment among patients with diabetes mellitus in palestine: a cross-sectional study by Ramzi Shawahna, Subhi Abu Hamad, Mohamad Egbaria, Hatim Hijaz, Iyad Maqboul, Mohammad Jaber

“…The subscale scores were 68.8% ± 26.6% for regimen inconvenience, 68.3% ± 28.1% for lifestyle flexibility, 58.0% ± 18.7% for glycemic control, 62.2% ± 21.0% for delivery-device satisfaction, and 72.3% ± 16.5% overall ITSQ score. Multiple linear regression was used to explore associations between ITSQ domains and candidate predictors. …”
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Association between 'Emergency obstetric & newborn care readiness' and delivery service utilization in Bangladesh: Evidence from national health facility assessment surveys. by Kaji Keya-Korotki, Nabil Natafgi, Mark Macauda, Syed Abdul Hamid, M Mahmud Khan

“…Donabedian's model guided the analysis. Multiple linear regression examined associations between facility readiness and delivery rates using 2017 data.…”
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Investigating the Characteristics of Pelvic Ultrasound in Girls With Their First Menstrual Cycle: A Two‐Center Cross‐Sectional Study by Masoud Mahdavi Rashed, Peyman Eshraghi, Ehsan Hassannejad, Mostafa Jafarpour

“…No significant association between these findings and BMI was found (p > 0.05); however, a significant correlation was found between height and anteroposterior diameter of the uterus (p = 0.015). Linear regression analysis showed a positive relationship between height and anteroposterior diameter of the uterus (p = 0.027). …”
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Prediction of SNR Based on SVR and Adaptive Transmission Power Method for Underwater Acoustic Communication by Jixing ZHENG, Yufan YUAN, Xiaoxiao ZHUO, Xuesong LU, Fengzhong QU, Yan WEI

“…The simulation results show that compared with the exponential smoothing and autoregressive integrated moving average model(ARIMA) methods, the SVR algorithm based on the linear kernel function has the best performance in predicting signal-to-noise ratios and the smallest prediction error on test data. …”
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Serum lipidomic analysis identifies potential therapeutic targets for neurodegeneration by Lumi Zhang, Duanbin Li, Na Zhao, Guoping Peng

“…This association with NfL was non-linear, exhibiting a more pronounced protective effect at lower VLSFA concentrations. …”
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Evaluation of spatial visual perception of streets based on deep learning and spatial syntax by Mingyang Yu, Xin Chen, Xiangyu Zheng, Weikang Cui, Qingrui Ji, Huaqiao Xing

“…Through spatial visualization of street quality, overlay analysis with network accessibility, and multiple linear regression, it examines the correlations between street space quality and its constituent elements. …”
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In Situ Growth of Au NPs on Nitrogen-Doped Graphene Quantum Dots Decorated Graphene Composites for the Construction of an Electrochemical Immunosensor and Its Application in CEA De... by Zhengzheng Yan, Lujie Wang, Fei Yan

“…Under the optimized experimental conditions, the AuNPs/N-GQDs@rGO-based electrochemical immunosensor achieves a broad linear response, ranging from 1 pg/mL to 0.5 μg/mL and a low detection limit of 0.13 pg/mL. …”
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The DOA Estimation Algorithm Based on Virtual Domain Block Matching for Nested Arrays in the Presence of Mutual Coupling by Shun He, Nan Sun, Zhiwei Yang, Le Qin

“…The algorithm begins by partitioning the mutual coupling matrix of nested arrays, then applies a classical separation method used in Uniform Linear Array to obtain the separation parameters. …”
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Memory-Efficient Batching for Time Series Transformer Training: A Systematic Evaluation by Phanwadee Sinthong, Nam Nguyen, Vijay Ekambaram, Arindam Jati, Jayant Kalagnanam, Peeravit Koad

“…Results show consistent memory savings, averaging 90% and runtime improvements of up to 33% across multiple transformer-based models (Informer, Autoformer, Transformer, and PatchTST) and a linear baseline (DLinear) without compromising model accuracy. …”
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PENGARUH KECERDASAN EMOSIONAL, KOMITMEN ORGANISASIONAL DAN ORGANIZATIONAL CITIZENSHIP BEHAVIOR TERHADAP KINERJA KARYAWAN by Triana Fitriastuti

“…Hasil pengujian hipotesis menggunakan regresi linear berganda menunjukkan bahwa kecerdasan emosional, komitmen organisasional, dan OCB berpengaruh positif signifikan terhadap kinerja karyawan. …”
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Clinical Features and Value of Tracheal Aspirate Metagenomic Next-Generation Sequencing for Severe Pneumonia in Children in Pediatric Intensive Care Unit by YU XINYAN, LIANG JIUCHAO, YANG RUI, GAI WEI, ZHENG YAFENG

“…Increased richness and diversity of the microbiota were observed in the TA of the older children. Linear discriminant analysis (LDA) effect size (LEfSe) analysis identified that RSV and Streptococcus mitis were the specific species associated with infants. …”
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Global, regional, and national burden of chronic kidney disease, 1990-2021: a systematic analysis for the global burden of disease study 2021 by Kaifeng Xie, Haihong Cao, Shiyun Ling, Jiameng Zhong, Haitao Chen, Penghui Chen, Renfa Huang

“…Subsequently, stepwise multiple linear regression analysis was conducted to examine the trends in disability adjusted life years (DALYs) and DALYs rate for CKD across diverse populations between 1990 and 2021. …”
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Efficient detection of highway pavement cracks using computer vision-based MSFNet model by Zhengfa Jiang, Danlan Li, Ting Zhao, Mingxing Gao

“…It uses blueprint separable convolution(BSConv) and MobileViT block to build a lightweight local and global crack feature extraction network, and incorporates a Self-Focus module to avoid feature information loss; Furthermore, to automatically correct the restoration of feature maps at different levels, we design a multilevel correction decoder(MCD) based on the coordinate-aware fusion(CAF) module; Then, combine it with a linear feature refining head to make the network's receptive field more consistent with the crack distribution in real scenarios. …”
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MTFSR: Multitemporal and Spatial Feature Reconstruction Denoising Network for Remote Sensing Change Detection by YeKai Cui, Peng Duan, Jinjiang Li

“…On this basis, the model designs a dynamic attention unit that includes both local and global attention to generate comprehensive feature maps and calculates difference weights through linear fusion, further strengthening the feature expression ability to more accurately capture change information. …”
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Systematic mapping review of statistical methods applied to the relationships between cancer diagnosis and geographical level factors in UK by Thomas Keegan, Lisa Jones, Luigi Sedda, Peter M Atkinson, Jessica Andretta Mendes

“…The most common methods used to assess the association between cancers and geographical level factors were regression analyses, with the majority being Poisson regression, then logistic and linear regression. Studies were usually conducted at ward and local authority level, or by exact point location when distances from putative risk sources were considered. …”
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Wavelet-based high order spectrum for local damage diagnosis of gears by Zhu Rui, Mousmoulis George, Gryllias Konstantinos

“…Local tooth damage produces transient impacts in the vibration signals, exhibiting non-linear characteristics. Taking into account its capacity to characterize the phase coupling between signal components caused by non-linearities, wavelet-based high order spectrum is considered to be effective to attain reliable fault-related features. …”
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Evaluating the spillover effects of the Sugira Muryango home-visiting intervention on temperament of children aged (0.3-3years) exposed to domestic violence: A cluster randomized c... by Theodat Siboyintore, Jeanne Marie Ntete, Jean Mutabaruka, Theresa Betancourt, Sarah Jensen, Vincent Sezibera

“…The temperament of these siblings was measured using the Infant Behavior Questionnaire-Revised Short Form, which was translated into native language of the respondents. Multiple linear regression analysis was performed using SPSS version 29, with the treatment group (SM vs. …”
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