Time-Series Forecasting Method Based on Hierarchical Spatio-Temporal Attention Mechanism by Zhiguo Xiao, Junli Liu, Xinyao Cao, Ke Wang, Dongni Li, Qian Liu

“…Breaking through traditional structural designs, the model employs a Squeeze-and-Excitation Network (SENet) to reconstruct the convolutional layers of the Temporal Convolutional Network (TCN), strengthening the feature expression of key time steps through dynamic channel weight allocation to address the redundancy issue of traditional causal convolutions in local pattern capture. A Bidirectional Gated Recurrent Unit (BiGRU) variant based on a global attention mechanism is designed, leveraging the collaboration between gating units and attention weights to mine cross-period long-distance dependencies and effectively alleviate the gradient disappearance problem of Recurrent Neural Network (RNN-like) models in multi-scale time-series analysis. …”
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Assessment of Preserved Ratio Impaired Spirometry (PRISm) Based on Different Definitions in the Early COPD Cohort by Dai C, Tang G, Yang H, Wu F, Deng Z, Zheng Y, Zhao N, Lu L, Wan Q, Wang Z, Peng J, Wu X, Zhou K, Cai G, Xiao S, Wen X, Yang C, Chen S, Yu S, Sun R, Zhou Y, Ran P

“…Furthermore, the prevalence of PRISm varied from 2.0% to 12.5% depending on the definitions and predicted equations, with the Chinese equation, LLN definition in Chinese equation and fixed definition in GLI equation yielding higher prevalence rates.Conclusion: Our findings highlight concerns about the comparability of studies and the interchangeability of various definitions and reference equations for PRISm.Keywords: PRISm, definitions, clinical features, prevalence, reference equations…”
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Tratamento de sequelas de queimadura de face com laser de CO2 fracionado em pacientes com fototipos III a VI Treatment of facial burn sequelae using fractional CO2 lasers in patien... by Alessandra Grassi Salles, Adelina Fátima do Nascimento Remigio, Valéria Berton Liguori Zacchi, Marcus Castro Ferreira

“…Two months after the session, 5 patients developed punctiform hypochromia in a checkerboard pattern corresponding to the points of laser ablation. …”
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Investigation of Population Changes and Determination of the Bean Pod Borer Helicoverpa armigera (Lepidoptera:Noctuidae) Peak in Bean Phaseolus vulgaris Linnaeus Fields by Pheromon... by Sedighe Ashtari

“…The investigation of the distribution and damage level of bean pod borer in important bean-growing areas of Markazi province over two years in five bean-growing regions (Arak, Khomain, Shazand, Milajerd, and Khondab) showed that Khomain and Khondab had the highest and lowest infestation rates, respectively. Red pods showed more sensitivity to this pest compared to green and white pods. …”
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Two‐Terminal MoS2‐Based Retinomorphic Devices with Enhanced Synaptic Plasticity by Younghoon Lim, Taehun Kim, Jaesik Eom, Onsik Harm, Junsung Byeon, Jungmoon Lim, Juwon Lee, Sangyeon Pak, SeungNam Cha

“…Herein, the two‐terminal retinomorphic devices are reported featuring a tailored gating voltage range near zero and enhanced synaptic plasticity by providing another recombination route to suppress the PPC effect. …”
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Spintronic Memtransistor Leaky Integrate and Fire Neuron for Spiking Neural Networks by Aijaz H. Lone, Meng Tang, Daniel N. Rahimi, Xuecui Zou, Dongxing Zheng, Hossein Fariborzi, Xixiang Zhang, Gianluca Setti

“…Based on the ferromagnetic multilayer spintronic devices, a magnetic field‐gated and current‐controlled spintronic Leaky Integrate‐and‐Fire (LIF) neuron with memtransistor properties is showcased. …”
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THE IMPACT OF ADEQUATE PSYCHOPHARMACOTHERAPY ON THE EFFICIENCY OF TREATMENT IN PATIENTS WITH RHEUMATOID ARTHRITIS by A. A. Abramkin, T. A. Lisitsyna, D. Yu. Veltishchev, O. F. Seravina, O. B. Kovalevskaya, E. L. Nasonov

“…The diagnosis of MDs was based on the ICD-10 codes, by applying a semi-structured interview and the Hospital Anxiety and Depression Scale. Changes in the pattern and severity of ADS were evaluated using the Hamilton Anxiety Scale and the Montgomery–Asberg Depression Rating Scale. …”
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Calculation Model of Multi-roll Straightening Process Based on Bilinear Hardening and Power Hardening by ZHU Xiaoyu, CHENG Zixing, WANG Xiaogang, HAN Peisheng

“…To evaluate the applicability of different material models, five straightening schemes were designed, corresponding to plasticity rates of 33.4%, 50.0%, 66.7%, 75.0%, and 80.0%. The influence of various hardening coefficients on curvature and plasticity during straightening was investigated. …”
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Analysis of complex chromosomal structural variants through optical genome mapping integrated with karyotyping by Xiaoxi Zhu, Huiling Zheng, Xue Wan, Hang Duan, Ying Qi, Weijia Tang, Fan Yang, Fan Yang, Limei Yu, Limei Yu

“…This advancement substantially enhances the diagnostic rates of genetic etiology in patients experiencing RSA. …”
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How plausible is it that PEP would be cost‐effective in sub‐Saharan Africa? by Geoffrey Peter Garnett, Peter Godfrey‐Faussett

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Quantum behaved Intelligent Variant of Gravitational Search Algorithm with Deep Neural Networks for Human Activity Recognition by Sonika Jindal, Monika Sachdeva, Alok K. S. Kushwaha

“…The addition of quantum computing based attributes (such as quantum bits, their superposition, and quantum gates, etc.) ensures the better diversity of discrete optimized features. …”
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STRAIN LOCALIZATION PECULIARITIES AND DISTRIBUTION OF ACOUSTIC EMISSION SOURCES IN ROCK SAMPLES TESTED BY UNIAXIAL COMPRESSION AND EXPOSED TO ELECTRIC PULSES by V. A. Mubassarova, L. M. Bogomolov, A. S. Zakupin, I. A. Panteleev, O. B. Naimark

“…It can provide new information on properties of acoustic emission and deformation responses of loaded rock specimens to external electric pulses.The research task also included verification of reproducibility of the effect (AE activity) when fracturing rates responded to electrical pulses, which was revealed earlier in studies conducted at RS RAS. …”
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Simulation Analysis of Water Resource Scheduling in Nansu River Based on Coupled Water Quality-Quantity Model by HOU Xiang-dong, ZHAO Xiang-ling

“…According to the comparative analysis of the scheduling schemes, the optimal scheme for improving water quality is to close the sluice gates of the Oupugou tributary to prevent pollutant inflow, and to moderately regulate water flow to further improve water quality.…”
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The quantity, quality and findings of network meta-analyses evaluating the effectiveness of GLP-1 RAs for weight loss: a scoping review by Michael Nunns, Samantha Febrey, Jill Buckland, Rebecca Abbott, Rebecca Whear, Alison Bethel, Kate Boddy, Liz Shaw, Jo Thompson Coon, GJ Melendez-Torres

“…Results Of 22 systematic reviews identified, 14 were prioritised for analysis as the remaining 8 reviews were rated as low or critically low quality. We focused on network meta-analyses of weight loss outcomes measured at 6 months, 12 months, longer than 12 months or over a mix of time points. …”
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