Short Text Classification Based on Enhanced Word Embedding and Hybrid Neural Networks by Cunhe Li, Zian Xie, Haotian Wang

“…Furthermore, we propose a dual-channel hybrid model based on a Gated Convolutional Neural Network (GCNN) and Bidirectional Long Short-Term Memory (BiLSTM), which jointly captures local features and long-range global dependencies. …”
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Analyzing Student Graduation and Dropout Patterns Using Artificial Intelligence and Survival Strategies by Behrouz Alefy, Vahid Babazadeh

“…The urgent need for efficient planning and strong support systems in educational settings is examined in this study, which pays particular attention to tracking students' paths and examining dropout survival rates. The project explores approaches targeted at improving dropout survival rates and utilizing predictive modeling techniques to assess critical student outcomes, including graduation and dropout. …”
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Fertility dynamics in Russia: assessment and forecast by D. K. Sopov

Subjects: “…birth rate…”
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The Reliability of Diagnosing Schizophrenia Using the GRU Layer in Conjunction with EEG Rhythms by Pankaj Kumar Sahu, Karan Jain

“…The proposed study demonstrates the applicability of alpha-EEG rhythm in a Gated-Recurrent-Unit-based deep learning model for studying schizophrenia. …”
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Diversity and Activity Patterns of Medium‐Sized and Large Terrestrial Mammals in Agroforests of a Peruvian Amazon Rainforest Region by Yevgeniya Korol, Paddy Collins, Juan Reynaldo Gallegos, Stacey Hollis, Dirk Hölscher, Manuel Huinga, Christopher Kirkby, Nina Gerber

Subjects: “…circadian patterns…”
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High-speed threat detection in 5G SDN with particle swarm optimizer integrated GRU-driven generative adversarial network by R. Shameli, Sujatha Rajkumar

“…The DL model integrates the Particle Swarm Optimizer-Gated Recurrent Unit Layer-Generative Adversarial Network-Intrusion Detection System classifier (PSO-GRUGAN-IDS). …”
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Prerequisites for the resumption of the growth rate of hydrogen energy, a review of foreign experience and prospects for development in Russia by A. S. Prozorov, E. O. Kalmykova

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A hybrid deep learning model EfficientNet with GRU for breast cancer detection from histopathology images by M. Pradeepa, B. Sharmila, M. Nirmala

“…A hybrid deep learning model is proposed, integrating EfficientNetV2 for multi-scale feature extraction with a Gated Recurrent Unit (GRU) enhanced by an attention mechanism to model sequential dependencies. …”
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Digital mapping of soil cover eroded patterns on the basis of soil erosion simulation model (northern forest-steppe of the Central Russian Upland) by D. N. Kozlov, A. P. Zhidkin, Nikolay Igorevich Lozbenev

“…The obtained relations between share of eroded soils in soil cover patterns and modelled erosion rates were used for development of the map depicting typified combinations of soils with various degrees of erosion. …”
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An enhanced fusion of transfer learning models with optimization based clinical diagnosis of lung and colon cancer using biomedical imaging by N. A. S. Vinoth, J. Kalaivani, R. Madonna Arieth, S. Sivasakthiselvan, Gi-Cheon Park, Gyanendra Prasad Joshi, Woong Cho

“…The FTLMO-BILCCD technique implements a hybrid of temporal pattern attention and bidirectional gated recurrent unit (TPA-BiGRU) for classification. …”
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A case of rapidly progressing sarcomatous intrahepatic cholangiocarcinoma with suddenly appearing lymph node metastasis by Eisho Kanemitsu, Rei Takahashi, Setsuko Nakanishi, Satoru Sueyoshi, Atsushi Kobayashi, Takao Nishimura, Hiromitsu Nagata

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Inter- and intraspecific patterns in age, morphometrics and mineralization status in the thorny sea pen Pennatula aculeata and the greater sea pen Ptilella grandis by Camille Aubé, Virginie Roy, Piero Calosi

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Research on Diffusion Patterns of Gas Produced by Energy Storage Lithium Batteries due to Thermal Runaway by LIU Li, SHI Mengzhao, XU Dongyang, TANG Wenbing, HU Yue, JIANG Fengbing

“…The subsequent modeling of cell combustion, combined with experimental data, allows for the accurate correction of the heat release rate curve using a modified dichotomy method. In the numerical simulation stage, the corrected heat release rate curve, along with the large eddy simulation (LES) method, is used to simulate the thermal runaway combustion process of battery modules within containers. …”
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Evaluation of GLOCK 9 mm Firing Pin Aperture Shear Mark Individuality Based on 3,156 Different Pistols (Manufactured Over a 30 Year Period in Two Countries) Using Additional Patter... by James E. Hamby, Eric Warren, Stephen Norris, Nicholas D.K. Petraco

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FPGA Implementation for 24.576-Gbit/s Optical PAM4 Signal Transmission with MLP-Based Digital Pre-Distortion by Sheng Hu, Tianqi Zheng, Chengzhen Bian, Xiongwei Yang, Xinda Sun, Zonghui Zhu, Yumeng Gou, Yuanxiao Meng, Jie Zhang, Jingtao Ge, Yichen Li, Kaihui Wang

“…In this work, an MLP-DPD scheme was implemented on a field-programmable gate array (FPGA). The FPGA was used to generate a 14.7456 GBaud pre-distorted pulse amplitude modulation 4-level (PAM4) signal. …”
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Juveniles of pink and chum salmon in the southern Okhotsk Sea in their late marine stage (August-October 2012). Distribution, feeding, patterns of growth by Artem Е. Lazhentsev, Olga А. Maznikova

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A hybrid ultra-short-term photovoltaic power prediction framework integrating ant colony optimization for clustering with Bi-GRU by Xinyi Liu, Zitao Wang, Yang Wang, Shanke Liu, Lijun Yu

“…Kendall’s Rank Correlation Coefficient is utilized as the core metric for feature selection to identify the optimal predictive feature subset, resulting in a 9-feature set that achieves the best predictive performance (R2 = 0.8153). Bidirectional Gated Recurrent Unit (Bi-GRU) models are independently constructed based on these scenario labels to enable scenario-adaptive predictions. …”
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The relationship between resting metabolic rate and hyperuricemia: is a higher metabolic rate better? by Guo Jinhao, Zheng Jiarui, Yin Xianglin, Qiu Hongbin, Wei Jinfeng

“…[Conclusion] There was a positive correlation between resting metabolic rate and hyperuricemia. This pattern was also shown when gender subgroups were examined, with women over 45 being particularly susceptible to the association between hyperuricemia and resting metabolic rate.…”
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Family institution and change of reproductive behaviour patterns of Russians in the formation of a new socio-gender order and country demographic environment by G. G. Sillaste

“…These changes require an in-depth study and understanding in order to develop effective measures to support the family institution and increase the birth rate in Russia. The paper examines in detail the peculiarities of the Russian demographic situation, including analysis of the birth rate and problems of interethnic marriages. …”
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Awareness and Consumption of Millets among Young Adults of Rajasthan and Uttar Pradesh by Ragini Ranawat, Kesar Chayal, Lalita Vatta

Subjects: “…Millets; Awareness; Consumption pattern; Young adults; Recognition rate; Uttar Pradesh; Rajasthan…”
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