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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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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GT-SRR: A Structured Method for Social Relation Recognition with GGNN-Based Transformer by Dejiao Huang, Menglei Xia, Ruyi Chang, Xiaohan Kong, Shuai Guo

“…In order to overcome these restrictions, this essay suggests a SRR model that integrates Gated Graph Neural Network (GGNN) and Transformer. …”
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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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Enhancing Stock Price Forecasting with CNN-BiGRU-Attention: A Case Study on INDY by Madilyn Louisa, Gumgum Darmawan, Bertho Tantular

“…The method applied a hybrid model combining a Convolutional Neural Network (CNN), Bidirectional Gated Recurrent Unit (BiGRU), and an Attention Mechanism (AM) to address the nonlinear, volatile, and noisy characteristics of stock data. …”
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Collective and individual adaptation of rice farmers to climatic variability in the Vietnamese Mekong Delta by Hieu Hong Hua, Minh Anh Nguyen, Thuy Thanh Thi Ngo

“…It systematically explores the patterns of climate variability and their profound impacts on rice production across diverse areas within the delta. …”
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A new model for predicting characteristics of the near-field leakage in high-pressure CO2 pipelines by Yan Shang, Xiaoling Chen, Peilu Wu, Zhanjie Li, Ming Yang, Xiaokai Xing, Jian Jiao, Xinze Li

“…Understanding the characteristics of near-field leakage is essential for accurately predicting CO2 diffusion patterns and conducting effective risk assessments. …”
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Psychological, social factors, and smoking behavior mediated the effects of cannabis use on personality disorders: A Mendelian randomization study by Yao Ni, Juanmei Li, Zitian Tang, Youqian Zhang, Yanyan Feng

“…BackgroundRapid changes in attitudes, legality, and patterns of cannabis use (CU) underscore the importance of understanding its impact on mental health. …”
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Repurposing of CNS accumulating drugs Gemfibrozil and Doxylamine for enhanced sensitization of glioblastoma cells through modulation of autophagy by Smita Dey, Prerika Mathur, Sudeshna Mukherjee, Rajdeep Chowdhury, Syamantak Majumder, Aniruddha Roy, Shibasish Chowdhury

“…Abstract GBM is one of the most aggressive malignancies, having the greatest fatality rate and average life years lost. The current standard medicine, temozolomide (TMZ), is ineffective, requiring the development of new treatments. …”
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Cyclical short‐term fasting and refeeding effects on immunological alteration of the disk abalone, Haliotis discus discus by Dien Arista Anggorowati, Liqing Zang, Yutaka Tamaru, Takahiko Aoki, Fumiyoshi Okazaki

“…We measured survival and growth rate as well as analysed immunological parameters, such as total haemocyte count, phenoloxidase activity, respiratory burst activity, lysozyme activity and protein content across the groups. …”
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Different functions of PHF10 isoforms – subunits of the PBAF chromatin remodeling complex by A. A. Sheynov, V. V. Tatarskiy, A. M. Azieva, S. G. Georgieva, N. V. Soshnikova

“…Thus, the incorporation of PHF10 isoforms with different phosphorylation patterns and different stability into the PBAF complexes alters the functions of the entire PBAF complex and determines the range of genes undergoing remodelling.…”
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Parasitic infections and the development of endomyocardial fibrosis: systematic review of case reports and case series by Abel Aizeque, Alex Mwangi Kihunyu, Olamide Daniel Odusola, Sulymon A. Saka, Abdinasir Mohamed Aray

“…Treatment mainly consisted of antiparasitic therapy and diuretics, with a survival rate of 50%, while 19% (3/16) of patients died from multi-organ failure and thromboembolic complications. …”
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Are HIV epidemics among men who have sex with men emerging in the Middle East and North Africa?: a systematic review and data synthesis. by Ghina Mumtaz, Nahla Hilmi, Willi McFarland, Rachel L Kaplan, Francisca Ayodeji Akala, Iris Semini, Gabriele Riedner, Oussama Tawil, David Wilson, Laith J Abu-Raddad

“…MSM in the Middle East and North Africa (MENA) are a largely hidden population because of a prevailing stigma towards this type of sexual behavior, thereby limiting the ability to assess infection transmission patterns among them. It is widely perceived that data are virtually nonexistent on MSM and HIV in this region. …”
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Geographical variation in antimicrobial use and multiresistant pathogens in Brazilian intensive care units: a nationwide study by Alice Ramos Oliveira Silva, Constanza Xavier Borges Barbosa, Raianne Soares Rebelo, Fernando Fernandez-Llimos, Elisangela Costa Lima

“…Conclusions: we found heterogeneity in antimicrobial use patterns and CLABSI etiology among Brazilian ICUs. …”
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Integrated analysis of the functions and prognostic values of RNA-binding proteins in neuroblastoma. by Jun Yang, Jiaying Zhou, Cuili Li, Shaohua Wang

“…There were significant differences in the survival rate of patients in the high and low-risk subgroups in the validation data set GSE85047 (P = 0.1237e-08), with the AUC 0.730. …”
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Optimal Skin Prick Test Panel for Detecting Respiratory Allergens in Children: A Retrospective Study by Aykut Eşki, Gökçen Kartal Öztürk, Figen Gülen, Esen Demir

“…Different allergen sensitization patterns have been observed within countries and regions according to geographical and seasonal variations. …”
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Coping and positive mental health in Canada among youth and adults: findings from a population-based nationally representative survey by Mihojana Jhumi, Laura L. Ooi, Karen C. Roberts, Melanie Varin

“…While there is evidence demonstrating a strong association between coping and PMH, less is known about how coping patterns differ across age groups. Given that age can impact coping ability, addressing this knowledge gap is warranted. …”
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A Deep Learning Approach for Extracting Cyanobacterial Blooms in Eutrophic Lakes From Satellite Imagery by Nan Wang, Zhenyu Tan, Chen Yang, Jinge Ma, Hongtao Duan

“…Deep learning (DL) methods offer enhanced capabilities for CyanoHABs detection by learning complex patterns and adapting to varying conditions. However, existing DL models predominantly focus on accuracy, and often ignore computational efficiency and transferability. …”
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Outlook for Neurofi bromatosis Type I Research in the Republic of Bashkortostan by R. N. Mustafin, E. K. Khusnutdinova

“…Average worldwide incidence rate of NF1 is 1:3000, equal in men and women. Th e disease develops with a heterozygous mutation in the oncosupressor neurofi bromin-encoding gene NF1. …”
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