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

“…Results: We estimated 16.4% ADHD prevalence in pre-school children of Belagavi city rated by both teacher and parent and included both male and female participants. …”
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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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Determinants, barriers, and concepts of husband’s involvement in antenatal care among women in Pakistan by Javeria Khan, Sidra Abid, Sarwat Mumtaz

“…Although maternal mortality rates have shown a steady decrease over the last few years, they remain high, indicating low levels of ANC utilization and involvement (4). …”
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A spatiotemporal analysis of opioid prescriptions in Indiana from 2015 to 2019 by Paula A. Jaimes-Buitron, Nicole Adams, Nan Kong, Carolina Vivas-Valencia

“…These findings enhance the understanding of opioid prescription dynamics and identify patterns in opioid prescribing rates in terms of the proportion of patients receiving opioid prescriptions among urban vs. rural communities in Indiana.…”
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SPATIOTEMPORAL VARIABILITY OF TARGET-SPECIES IN TUNA AND TUNA-LIKE FISHING IN BRAZIL by Silvaneide Luzinete RODRIGUES, Vívian Graziela Oliveira CARNEIRO, Ana Júlia Rufino de FREITAS, Humber Agrelli de ANDRADE

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Group housing increases alertness and social interaction compared to traditional single stabling in two-year-old sport horse stallions during pretraining by L. Kroschel, F. Pilger, J. Aurich, C. Nagel, C. Aurich

“…Stallions were 24 months old and housed either in a group stable (Group 24, n = 9) or in individual boxes (Box 24, n = 10), or they were 30 months of age and housed in individual boxes (Box 30, n = 10). Cortisol, heart rate, heart rate variability (HRV), body development, injuries and selected behaviour patterns were analysed (1) at transfer from pasture to stable and (2) thereafter, repeatedly during pretraining. …”
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Mortality trends related to cardiogenic shock in heart failure patients aged 25 and older across the United States: A study utilizing the CDC WONDER database from 1999 to 2023 by Abdullah Naveed Muhammad, Sivaram Neppala, Himaja Dutt Chigurupati, Muhammad Omer Rehan, Hamza Naveed, Rabia Iqbal, Bazil Azeem, Ahila Ali, Mushood Ahmed, Prakash Upreti, Mobeen Zaka Haider, Yasar Sattar, Jamal S. Rana, Gregg C. Fonarow

“…Background: Cardiogenic shock (CS) remains crucial in mortality rates for heart failure (HF) patients. However, contemporary data on long-term mortality trends related to CS are limited. …”
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Intelligent Stress Detection Using ECG Signals: Power Spectrum Imaging with Continuous Wavelet Transform and CNN by Rodrigo Mateo-Reyes, Irving A. Cruz-Albarran, Luis A. Morales-Hernandez

“…This study proposes a model based on depth-separable convolutional neural networks (DSCNN) to analyze heart rate variability (HRV) and detect stress. Electrocardiogram (ECG) signals are pre-processed to remove noise and ensure data quality. …”
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Evaluation of growth performances of crossbreds and backcrossbreds with purebreds Nishikigoi and Hungarian carp (Cyprinus carpio) by Vander Bruno Santos, Lucas Rosan Furquim

“…Fish were fed four times a day at the rate of 5%–7% of biomass with the same specific diet for each growth stage. …”
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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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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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A repeating earthquake catalog for Northern Chile by Jonas Folesky, Jörn Kummerow, Laurens Jan Hofman

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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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High-speed threat detection in 5G SDN with particle swarm optimizer integrated GRU-driven generative adversarial network by R. Shameli, Sujatha Rajkumar

“…Moreover, the performance of this model is evaluated using the InSDN dataset and compared with existing DL model-based intrusion detection approaches and the results demonstrate a significantly higher accuracy rate of 98.4%, precision rate of 98%, recall rate of 98.5%, less detection time of 2.464 s, lesser Log loss rate of 1.0 and more metrics instilling confidence in the effectiveness of the proposed method.…”
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