Predicting hydrocarbon reservoir quality in deepwater sedimentary systems using sequential deep learning techniques by Xiao Hu, Jun Xie, Xiwei Li, Junzheng Han, Zhengquan Zhao, Hamzeh Ghorbani

“…Three sequential deep learning models—Recurrent Neural Network and Gated Recurrent Unit—were developed and optimized using the Adam algorithm. …”
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Early-stage endometrioid carcinoma with MSH6 protein deficiency: pitfalls in the diagnostic interpretation of microsatellite instability by Cheng Wang, Cheng Wang, Dongni Liang, Dongni Liang, Wei Wang, Wei Wang, Wei Kuang, Wei Kuang, Juan Zou, Juan Zou, Jing Zeng, Jing Zeng, Min Feng, Min Feng

“…This atypical MSI pattern is often overlooked, potentially increasing the risk of underdiagnosis of LS.…”
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MSA-GCN: Exploiting Multi-Scale Temporal Dynamics With Adaptive Graph Convolution for Skeleton-Based Action Recognition by Kowovi Comivi Alowonou, Ji-Hyeong Han

“…On the other hand, the TMST module integrates a Gated Multi-stage Temporal Convolution (GMSTC) with a Temporal Multi-Head Self-Attention (TMHSA) to capture global temporal features and accommodate both long-term and short-term dependencies within action sequences. …”
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Improving the prediction of streamflow in large watersheds based on seasonal trend decomposition and vectorized deep learning models by Ningchang Kang, Zhaocai Wang, Anbin Zhang, Hang Chen

“…These components are then modeled independently: long short-term memory (LSTM) and convolutional neural networks (CNN) handle trend and seasonal patterns, while gated recurrent units (GRU) and Transformer process residual fluctuations. …”
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Multiscale Convolutional Fusion Network for Efficient Monaural Speech Separation by Rui Yang, Shanliang Pan

“…MSCF first employs dynamic convolution-based downsampling to enhance the multiscale feature representation. Adaptive gating and multiscale convolutions are then utilized to capture complex acoustic patterns. …”
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Dual-omics analysis reveals B vitamin regulation and metabolism in Areca Catechu inflorescence by Wenxiu Jiang, Xiaoxia Liu, Weiying Li, Jing Yang, Panjing Li, Minggeng Xie, Guangzhen Zhou

“…Notably, we characterized a key rate-limiting enzyme in the thiamine biosynthesis pathway, the thiazole synthase (AcTHI1), that plays a crucial role in regulating thiamine biosynthesis. …”
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Identify suitable artificial groundwater recharge zones using hybrid deep learning models by Navaz Khalillollahi, Mohsen Isari, Hamed Faroqi, Kaywan Othman Ahmed, Kamran Nobakht Vakili, Miklas Scholz, Saad Sh. Sammeng

“…This study evaluated four deep learning models for delineating groundwater recharge zones: Artificial Neural Network (ANN), Convolutional Neural Network (CNN), Gated Recurrent Unit (GRU), and hybrid deep learning Convolutional Neural Network-Gated Recurrent Unit (CNN-GRU). …”
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Monitoring long-term cardiac activity with contactless radio frequency signals by Bin-Bin Zhang, Dongheng Zhang, Yadong Li, Zhi Lu, Jinbo Chen, Haoyu Wang, Fang Zhou, Yu Pu, Yang Hu, Li-Kun Ma, Qibin Sun, Yan Chen

“…Here we present a radio frequency (RF)-based (60 to 64 GHz) sensing system that monitors long-term heart rate variability (HRV) with clinical-grade accuracy. …”
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Precise irrigation of dryland cotton under canal irrigation system constraints based on the CERES-CROPGRO-Cotton model by Lei Wang, Liang He, Weihong Sun, Chen Gao, Zhenxiang Han, Meiwei Lin

“…Existing studies primarily examine the relationship between irrigation and soil but often overlook the combined effects of irrigation networks, time constraints, and the interactions between crop growth patterns, weather, soil, and irrigation strategies. …”
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Functional Identification and Transcriptional Activity Analysis of <i>Dryopteris fragrans HMGR</i> Gene by Meng Sun, Qian Ma, Xueqi Wang, Jialiang Guo, Jiaxuan Wang, Dongrui Zhang, Kirill Tkachenko, Wenzhong Wang, Ying Chang

“…Under abiotic stress conditions, <i>DfHMGR</i>s exhibited differential expression patterns, with marked upregulation under salt and drought stress. …”
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Loss of <i>Myostatin</i> Shapes the Transcriptomic and Epigenetic Landscapes Across Multiple Muscle Types in Cattle by Chao Hai, Xuefei Liu, Chunling Bai, Guanghua Su, Lei Yang, Guangpeng Li

“…The results showed that the <i>MSTN</i> gene-edited (MT) cattle skeletal muscle exhibited significantly larger myofiber cross-sectional areas (<i>p</i> = 0.049), accompanied by reduced shear force (<i>p</i> = 0.044), cooking loss rate (<i>p</i> = 0.0029), and pH (<i>p</i> = 0.014). …”
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A Lower Energy Balance is Associated With Higher Severity and Odd of Depression Based on the Beck Depression Inventory‐13 (BDI‐13) in a Retiring Age Population: A Population‐Based... by Mohammad Reza Shadmand Foumani Moghadam, Mostafa Shahraki Jazinaki, Zohre Hosseini, Fatemeh Rajabi, Sharif Etemdi, Melika Hadizadeh, Parnian Pezeshki, Mohammad Amushahi, Reza Rezvani

“…Energy balance was calculated by subtracting energy intake from Total Energy Expenditure (TEE) and Basal Metabolic Rate (BMR) which was calculated using Bio‐Electrical Impedance Analysis and Mifflin and St‐Jeor formula. …”
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Multivariate Evaluation of Flash Drought Across the United States by Jason A. Otkin, Yafang Zhong, Trent W. Ford, Martha C. Anderson, Christopher Hain, Andrew Hoell, Mark Svoboda, Hailan Wang

“…The FDII method uses the rate of intensification (FD‐INT) and subsequent drought severity (DRO‐SEV) to determine when a flash drought occurred and the strength of the event. …”
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Radiological features of gait phenotypes in patients with idiopathic normal pressure hydrocephalus by Silvia Nicolosi, Silvia Nicolosi, Massimiliano Todisco, Massimiliano Todisco, Matteo Paoletti, Eduardo Caverzasi, Eduardo Caverzasi, Francesco Tarantino, Elena Ballante, Francesca Valentino, Roberta Zangaglia, Silvia Figini, Silvia Figini, Giuseppe Cosentino, Giuseppe Cosentino, Claudio Pacchetti, Anna Pichiecchio, Anna Pichiecchio

“…IntroductionAccording to the higher-level gait disorder (HLGD) pattern, patients with idiopathic normal pressure hydrocephalus (iNPH) can be divided into two motor phenotypes; a disequilibrium (wide-based gait) subtype and a parkinsonian (locomotor) subtype. …”
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Molecular markers as predictors of response to perioperative chemotherapy in locally advanced gastric cancer by K. A. Oganyan, A. A. Musaelyan, S. V. Lapin, T. V. Kupenskaya, A. A. Sveсhkova, M. A. Belyaev, A. A. Zakharenko, S. V. Orlov

“…There was no association between an increase in KRAS copy number and objective response rate (p = 1.0). For microsatellite instability and other studied markers no statistically significant correlation with progression-free survival and objective response rate was found (p &gt;0.05).Conclusion. …”
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Conserved missense variant pathogenicity and correlated phenotypes across paralogous genes by Tobias Brünger, Alina Ivaniuk, Eduardo Pérez-Palma, Ludovica Montanucci, Stacey Cohen, Lacey Smith, Shridhar Parthasarathy, Ingo Helbig, Michael Nothnagel, Patrick May, Dennis Lal

“…For the gene family of voltage-gated sodium channels, where variants and expert-curated clinical phenotypes are available, we also assess whether phenotype patterns of multiple disorders for each gene are conserved across variant positions within the gene family. …”
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Research kinetics of the monochloroacetic acid esterification by Yu. V. Karpenko, T. V. Panasenko, V. I. Hencheva, Ye. O. Karpun, M. D. Yarova

“…The purpose of this work was to investigate patterns of the esterification reaction between monochloroacetic acid and butan-1-ol in the presence of concentrated sulfuric acid. …”
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A retrospective study to understand the impact of flooding on natural selection and physical growth dynamics by Mithun Sikdar

“…With a 78.9% response rate, the study assessed height growth variation using the Preece and Baines Growth Curve Model 1. …”
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How to Study the Effects of Dietary Lipids on the Small Intestinal Microbiome? Methodological Design and Evaluation of the Human HealThy fAt, haPpy mIcRobiome (TAPIR) Proof-of-Conc... by Lonneke JanssenDuijghuijsen, Karen Fransen, Ruolei Deng, Corine Perenboom, Nicole de Wit, Guido Hooiveld, Mara van Trijp

“…There were no significant changes in gastrointestinal complaints and stool patterns during the study. Mean aspiration capsule retrieval rate was 94.7%, with mean sample weights per timepoint between 84.2 and 95.4 mg and median transit times between 32.8 and 49.3 h. …”
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Clinical characteristics of obsessive-compulsive disorder comorbid with obsessive -compulsive personality disorder: subtype implications by Ayse Dondu, Levent Sevincok

“…The severity of current OC symptoms was assessed using the Yale–Brown Obsessive Compulsive Scale (Y-BOCS), while depressive symptoms were measured with the Hamilton Depression Rating Scale (HDRS). Anxiety symptoms were also evaluated using the Hamilton Anxiety Rating Scale (HARS).ResultsAmong 148 OCD patients, 58.8% met the diagnostic criteria for OCPD. …”
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