Utilizing Footstep Sound Event Detection by Using CNN Techniques for Assuring Property Security by Furkan Y. Yavuz, Nejat Yumusak

“…The strategic incorporation of diverse open-source data fosters transparency and reproducibility, enhancing the model’s adaptability and reliability in handling real-world audio patterns, as evidenced by its commendable 1% error rate in precise identification.…”
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Enhancing Restoration in Urban Waterfront Spaces: Environmental Features, Visual Behavior, and Design Implications by Shiqin Zhou, Chang Lin, Quanle Huang

“…Key findings revealed the following: (1) The element visibility rate and visual characteristics of plant and building elements significantly influence restorative benefits. (2) Spatial configuration attributes (degree of enclosure, spatial hierarchy, and depth perception) regulate restorative benefits. (3) Visual behavior patterns (attributes of fixation points, fixation duration, and moderate dispersion of fixations) are significantly associated with restoration benefits. …”
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Transcriptome Classification Reveals Molecular Subgroups in Idiopathic Pulmonary Fibrosis by Yuxia Liu, Chang Xu, Wenxin Gao, Huaqiong Liu, Chenglong Li, Mingwei Chen

“…Idiopathic pulmonary fibrosis (IPF) is a disease of progressive lung fibrosis with a high mortality rate. This study aimed to uncover the underlying molecular features for different types of IPF. …”
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The Caddisfly Collective: Methods of assessing Trichoptera diversity on a continental scale with community scientists by Kelly M. Murray-Stoker, Shannon J. McCauley

“…Amidst a global biodiversity crisis, collecting data at large spatial scales can illuminate patterns. Community science can be an avenue to reduce costs, broaden the scope of sampling, and, most importantly, connect with members of the public who are interested in and impacted by long-term ecological change. …”
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Analyzing RNA Localization Using the RNA Proximity Labeling Method OINC-seq by Megan Pockalny, Hei-Yong Lo, Raeann Goering, J. Taliaferro

“…Thousands of RNAs are localized to specific subcellular locations, and these localization patterns are often required for optimal cell function. …”
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Heartbeat detection and personal authentication using a 60 GHz Doppler sensor by Takuma Asano, Shintaro Izumi, Hiroshi Kawaguchi

“…BackgroundMicrowave Doppler sensors, capable of detecting minute physiological movements, enable the measurement of biometric information, such as walking patterns, heart rate, and respiration. Unlike fingerprint and facial recognition systems, they offer authentication without physical contact or privacy concerns. …”
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CyclicAugment: Optimized Medical Image Analysis via Adaptive Augmentation Intensity by Min-Jun Kim, Jung-Woo Chae, Hyun-Chong Cho

“…However, there are many challenges, such as data scarcity and complex structural patterns, limiting the performance of deep-learning models. …”
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Actoprotective activity of 5-(2-bromophenyl)-4-amino-4H-1,2,4-triazole-3-thione and its S-derivatives by Ye. S. Pruglo

“…We have revealed some patterns regarding to the chemical structure and pharmacological action of the test substances. …”
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Clutter Mitigation in Indoor Radar Sensors Using Sensor Fusion Technology by Srishti Singh, Ha-Neul Lee, Yuna Park, Sungho Kim, Si-Hyun Park, Jong-Ryul Yang

“…The results show that our approach improves the signal-to-noise ratio by 2 dB and increases the target detection rate by 8.6% within the critical 4–6 m range, with additional gains observed under constrained velocity conditions.…”
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Underwater acoustic classification across diverse sea environments using adaptive regularization and knowledge encoding by Muhammad Azeem Aslam, Muhammad Irfan, Xu Wei, Wang Jun, Hu Hongfei, Wang Shiyu, Xin Liu, Shahid Ali

“…Our method introduces an adaptive regularization technique for stable weight and learning rate updates. In addition, a robust knowledge encoding scheme is introduced to preserve and reuse learned features effectively. …”
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Effects of planting date and zinc oxide nano fertilizer on growth and yield of lentil (Lens culinaris L.) in two agroecological zones by Muthanna Abdulbasit Ali, Mojtaba Kordrostami, Fereshteh Mohamadhasani Javar, Mehdi Rahimi

“…Hierarchical clustering and principal component analysis revealed different efficacy patterns between treatments. Highlighting the important interactions between nutrient management, planting time, and location, correlation analysis revealed strong relationships between seed yield and traits such as site germination rate and number of nodes. …”
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Effects of elevated atmospheric carbon dioxide concentration on nitrification of farmland soil by DU Yilin, LIANG Jiabin, GUO Xinyu, LUO Jipeng, LIU Yuankun, MU Qili, LI Tingqiang

“…However, the general patterns of soil nitrification and ammonia oxidizers in response to eCO₂ remain uncertain. …”
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External and Internal Load Response to Different Refereeing Techniques and to Sex of Players in Basketball Games by David Mancha-Triguero, Alberto Sánchez-Sixto, Carlos D. Gómez-Carmona, Eduardo Salazar-Martínez

“…Physical and physiological demands were measured using inertial devices and heart rate monitors during 37 matches (18 men’s and 19 women’s). …”
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Failure Mode- and Time-Dependent Reliability Model of Tunnel Lining Structure Under Extremely High Ground Stress by Tao Peng, Dongxing Ren, Fanmin He, Binjia Li, Fei Wu, Shijie Xu

“…The plastic zone and the distribution of the surrounding rock stress field throughout the excavation process were simulated, elucidating the relationship between vault displacement and stress release rate. The time-varying reliability model is employed to assess lining behavior under extremely high ground stress and to establish the patterns governing its service life. …”
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Effective Detection of Cloud Masks in Remote Sensing Images by Yichen Cui, Hong Shen, Chan-Tong Lam

“…Subsequently, the second up-sampling module concatenates feature map channels to fuse contextual spatial information, which effectively reduces the false detection rate of unpredictable targets hidden in cloud shadows. …”
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Exploring the complex associations between community public spaces and healthy aging: an explainable analysis using catboost and SHAP by Man Zhang, Tao Shen, Ying Li, Qianqian Li, Yongqi Lou

“…An explainable machine learning approach, incorporating CatBoost and SHAP, was used to identify key correlates and patterns of interaction among features. Results Destination accessibility, public transport, residential density, and walking infrastructure were positively associated with all health dimensions, while traffic complexity and crime rate showed consistent negative associations. …”
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The effect of cognitive avoidance on rumination in college students: the chain mediating role of perfectionism and stress by Debao An, Debao An, Jiale Wang, Yeling Xia, Wenlong Xing

“…A total of 6,000 electronic questionnaires were distributed, and 5,412 valid responses were retained (effective rate: 90.20%). Participants completed the Cognitive Avoidance Questionnaire, Rumination Scale, Positive and Negative Perfectionism Scale, and the Depression Anxiety and Stress Scale (DASS-21). …”
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Evaluating the Physics of Outcrop‐To‐Outcrop Flow With Hydrothermal Flow Models by I. Kremin, Z. Guo, L. Rüpke

“…We have also investigated how different flow patterns, resulting from changes in these parameters, manifest themselves in seafloor observables such as flow rates, aquifer temperatures, and heat flow. …”
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PhysioDimClassifier—imbalance data classifier model for IoMT-based remote patient monitoring systems by Sayyed Johar, G.R. Manjula

“…By analyzingsequence interruptions, the model improves the retention of imbalanced data patterns, reducing misclassification. Experimental validation demonstrates that PDCM enhances data accuracy by up to 12.61 %, improves imbalance data detection by 13.23 %, increases classification rate by 10.98 %, lowers data imbalance by 11.22 %, and decreases assessment time by 10.5 %. …”
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ON THE HEALTH OF PRESCHOOL CHILDREN OF KRASNODAR REGION RURAL LOCALITY by L. V. BATRAKOVA, P. V. NEFEDOV, I. S. ZACHARCHENKO

“…This study was performed to assess the state of health of preschool children from Krasnodar Region rural locality according to the incidence rate.Materials and methods. The study was conducted on the basis of six municipal preschool institutions in Krasnodar Region rural locality with the coverage of 855 preschool children aged 3 to 7 years.Results. …”
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