EEG–fNIRS signal integration for motor imagery classification using deep learning and evidence theory by Mohammed E. Seno, Niladri Maiti, Maulik Patel, Mihirkumar M. Patel, Kalpesh B. Chaudhary, Ashish Pasaya, Babacar Toure

“…For EEG signals, spatiotemporal features are extracted using dual-scale temporal convolution and depthwise separable convolution, and a hybrid attention module is introduced to enhance the network's sensitivity to salient neural patterns. For fNIRS signals, spatial convolution across all channels is employed to explore activation differences among brain regions, and parallel temporal convolution combined with a gated recurrent unit (GRU) captures richer temporal dynamics of the hemodynamic response. …”
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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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Antibiotic Resistance Rate among Bacterial Pathogens Isolated from Bronchoalveolar Lavage Fluid at a Tertiary Care Center in Western Uttar Pradesh, India by Sachin K Sharma1*, Saheli Bhadra1, Tarana Sarwat1, Dalip K Kakru1

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How cluster B-related personality traits in mothers shape their ratings of their adolescents’ personality: a multisource approach using the Trait-Reputation-Identity model by R. Franssens, M. C. Gouwy, J. Vergauwe, B. De Clercq

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Retrospective Analysis of Numerical Pain Rating Scale (NPRS) Scores in Diabetic Neuropathy Patients Receiving Gabapentin and Non-Gabapentin Therapies at an Indonesian Tertiary Hosp... by Rifky Alif Novianto, Hanik Badriyah Hidayati, Hermina Novida, Klára Bodová

“…This study aimed to evaluate and compare Numerical Pain Rating Scale (NPRS) profiles in DNP patients receiving gabapentin and non-gabapentin therapies at Dr. …”
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Identification of Attention Deficit Hyperactivity Disorder Using Parent-teacher Administered ADHD Rating Scale-IV among Pre-school Children of Belagavi City by Deepa C. Metgud, Vinanti Sanjay Makasare

“…Background: Attention deficit hyperactivity disorder (ADHD) is a developmental disorder with a persistent pattern of distractibility, hyperactivity, restlessness, and other disturbances of executive function. …”
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Survival rate of indirectly bonded brackets using single vs. two-component orthodontic adhesive: A 12-month split-mouth clinical trial by Federica Pellitteri, Francesca Cremonini, Marco Bellavia, Mario Palone, Luca Lombardo

“…Objective: Compare the bonding survival rate of two distinct bonding materials: Ortho Solo + Gradia LoFlo Resin and single component GC Ortho Connect. …”
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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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Numerical Analysis of Conditions for Partial Discharge Inception in Spherical Gaseous Voids in XLPE Insulation of AC Cables at Rated Voltage and During AC, VLF and DAC Tests by Paweł Mikrut, Paweł Zydroń

“…Using COMSOL 6.1 and MATLAB R2021b, a coupled electro-thermal model of a 110 kV AC cable was implemented, for which the critical gaseous void dimensions were estimated and phase-resolved PD patterns were generated for the rated voltage and the VLF and DAC test voltages specified in the relevant standards. …”
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Integrated commercial and low-fishmeal fermented feed boosts survival and modulates intestinal microbiota in pacific white shrimp (Litopenaeus vannamei) by Yanbo Cheng, Lanfen Fan, Yifei Liu, Kuiying Su, Guohuan Xu

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Rates and causes of mortality among children and young people with and without intellectual disabilities in Scotland: a record linkage cohort study of 796 190 school children by Angela Henderson, Sally-Ann Cooper, Deborah Kinnear, Craig Melville, J P Pell, Michael Fleming, Gillian S Smith

“…Objectives To investigate mortality rates and causes in children and young people with intellectual disabilities.Design Retrospective cohort; individual record linkage between Scotland’s annual pupil census and National Records of Scotland death register.Setting General community.Participants Pupils receiving local authority-funded schooling in Scotland, 2008 to 2013, with an Additional Support Need due to intellectual disabilities, compared with other pupils.Main outcome measures Deaths up to 2015: age of death, age-standardised mortality ratios (age-SMRs); causes of death including cause-specific age-SMRs; avoidable deaths as defined by the UK Office of National Statistics.Results 18 278/947 922 (1.9%) pupils had intellectual disabilities. 106 died over 67 342 person-years (crude mortality rate=157/100 000 person-years), compared with 458 controls over 3 672 224 person-years (crude mortality rate=12/100 000 person-years). …”
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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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Surface Temperature Assisted State of Charge Estimation for Retired Power Batteries by Liangyu Xu, Wenxuan Han, Jiawei Dong, Ke Chen, Yuchen Li, Guangchao Geng

“…Specifically, our method achieves 64.3–68.1% lower RMSE than traditional electrical-parameter-only approaches (V-I inputs) across 0.5 C–2 C discharge rates. Results show that the proposed method reduces SOC estimation errors compared to traditional voltage-based models, achieving RMSE values below 1.04 across all tested rates. …”
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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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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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Global, regional, and national burden of female infertility and trends from 1990 to 2021 with projections to 2050 based on the GBD 2021 analysis by Jie Liu, Yi Qin, Hui Liu, Yonglin Liu, Yi Yang, Yumei Ning, Huijun Ye

“…Abstract Female infertility represents a significant reproductive health issue that critically affects global fertility rates. In this study, we utilized the most recent data from the Global Burden of Disease (GBD) study 2021. …”
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Longitudinal effects of stress in an academic context on psychological well-being, physiological markers, health behaviors, and academic performance in university students by Juan Camilo Benítez-Agudelo, Dayana Restrepo, Eduardo Navarro-Jimenez, Vicente Javier Clemente-Suárez

“…Heart rate variability (HRV), a widely used physiological marker of autonomic nervous system function and stress regulation, was assessed. …”
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Zoonotic diseases in China: epidemiological trends, incidence forecasting, and comparative analysis between real-world surveillance data and Global Burden of Disease 2021 estimates by Yun-Fei Zhang, Shi-Zhu Li, Shi-Wen Wang, Di Mu, Xi Chen, Sheng Zhou, Hai-Jian Zhou, Tian Qin, Qin Liu, Shan Lv, Yan Lu, Ji-Chun Wang, Yu Qin, Guo-Bing Yang, Yong-Jun Li, Jian-Yun Sun, Xiao-Nong Zhou, Mai-Geng Zhou, Can-Jun Zheng, Biao Kan, Shun-Xian Zhang

“…For most diseases, incidence rates were consistently higher in males than females. …”
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Association between different types and characteristics of fetal deceleration during labour and neonatal acidemia at delivery: A case-control study by Maria Fogelberg, Charlotte Dahlbäck, Frida Ekengård, Gisela Rickle, Andreas Herbst

“…Objective: Classification of fetal heart rate (FHR) decelerations as suspicious or pathological differs between current interpretation templates for intrapartum cardiotocography. …”
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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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