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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Effects of licorice extract on Paraclostridium bifermentans spore growth and quality changes in ready-to-eat chicken breast during storage by Jichao Huang, Zimu Li, Mengmeng Song, Yang Lei, Kairan Sheng, Tianran Huang, Kaichen Zhang, Ming Huang

“…Furthermore, the Gompertz and Logistic models demonstrated a strong fit (R² > 0.98) with the growth patterns of P. bifermentans spores at 15, 20, and 25 °C. …”
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Multi-modal remote sensory learning for multi-objects over autonomous devices by Aysha Naseer, Naif Almudawi, Hanan Aljuaid, Abdulwahab Alazeb, Yahay AlQahtani, Asaad Algarni, Ahmad Jalal, Ahmad Jalal, Hui Liu, Hui Liu, Hui Liu

“…The assessment findings show a remarkable recognition rate of around 97.90% and 98.90%, on the AID and the UC Merced Land datasets, respectively.…”
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Immune-related adverse events of neoadjuvant immunotherapy in patients with perioperative cancer: a machine-learning-driven, decade-long informatics investigation by Yuan Meng, Rong Hu, Song-Bin Guo, Deng-Yao Liu, Zhen-Zhong Zhou, Hai-Long Li, Wei-Juan Huang, Xiao-Peng Tian

“…During the past decade, the amount of research in the field of NAI safety has displayed a positive trend (annual growth rate: 30.2%), and it has achieved good global collaboration (international coauthorship: 17.43%). …”
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Lipidomic analyses reveal the dysregulation of oxidized fatty acids (OxFAs) and acyl-carnitines (CARs) in major depressive disorder: a case-control study by Lei He, Na Duan, Chong Wang, Ru Shan, Jing Li, Lin Wang, Qiuli Liu, Junwei Tao, Li Liu, Xiaoliang Ma, Bing Cao

“…Results Based on the filtering criteria of false discovery rate (FDR) -adjusted P < 0.05, variable importance in projection (VIP) > 1.5, and fold change (FC) > 2.0 or < 0.5, a total of 40 lipids were identified as significantly different. …”
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Catheter-associated Urinary Tract Infections in a trauma care facility in India: trend over ten years by Aparna Ningombam, Arpan Kumar Thakur, Ashish Kumar Srivastava, Sharin Varma, Madhavi Kirti, M. Nizam Ahmed, Vanlal Tluanpuii, Kapil Dev Soni, Richa Aggarwal, Gyanendra Pal Singh, Ashish Bindra, Navdeep Sokhal, Keshav Goyal, Kamran Farooque, Purva Mathur

“…This study focuses on the profile of CAUTI, the organism profile with antibiotic susceptibility patterns, and the clinical outcomes in the ICUs of a trauma care center. …”
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Effects of different exercise modalities on blood pressure and endothelial function in prehypertension individuals: a systematic review and network meta-analysis by Yingtian Yang, Qianyu Lv, Xinzheng Hou, Yanfei Lv, Xirui Zhang, Qian Wu, Xuejiao Ye, Chenyan Yang, Mingyu Huang, Shihan Wang

“…The surface underneath the cumulative ranking curve data was utilized to rate interventions. Confidence was evaluated using the CINeMA framework.ResultsA total of 18 articles with 2,592 individuals were included in the NMA. …”
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Identification of a multiple DAMP scavenger mimicking the DAMP-binding site of TLR4 to ameliorate lethal sepsis by Takuya Murao, Gaifeng Ma, Atsushi Murao, Alok Jha, Jingsong Li, Yongchan Lee, Mian Zhou, Ping Wang, Ping Wang, Monowar Aziz, Monowar Aziz

“…Endogenous molecules released from stressed or damaged cells, known as damage-associated molecular patterns (DAMPs), exacerbate inflammation, organ injury, and mortality in sepsis. …”
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Climate change-induced shifts in landslide susceptibility in São Sebastião (southeastern Brazil) by Enner Alcântara, Cheila Flávia Baião, Yasmim Carvalho Guimarães, José Antonio Marengo, José Roberto Mantovani

“…Frequency Ratio (FR) analysis revealed varying levels of landslide susceptibility across scenarios, with RCP2.6 showing lower probabilities for moderate landslides (FR: 0.007946) compared to higher ratings for RCP4.5, RCP6.0, and RCP8.5 (FR: 1.663156 for high landslides). …”
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Protocol for Rhapsody: a longitudinal observational study examining the feasibility of speech phenotyping for remote assessment of neurodegenerative and psychiatric disorders by Allan H Young, Rebecca Strawbridge, Ammar Al-Chalabi, Dag Aarsland, Aleksandra Podlewska, Ray Chaudhuri, Elliot Hampsey, Marton Meszaros, Caroline Skirrow, Rosie H Taylor, Lazarus Chok, Jack Weston, Emil Fristed, Olabisi Awogbemila

“…Additionally, the study evaluates if acoustic and linguistic patterns can predict diagnostic group, as measured by the sensitivity, specificity, Cohen’s kappa and area under the receiver operating characteristic curve of the binary classifiers distinguishing each diagnostic group from each other. …”
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Prospective Study of the Association Between Frailty and Health Care Utilization in Patients With Advanced CKD by Alice L. Kennard, Alice M. Richardson, Suzanne Rainsford, Kelly L. Hamilton, Nicholas J. Glasgow, Kate L. Pumpa, Angela M. Douglas, Girish S. Talaulikar

“…Negative binomial regression was used to model health care utilization patterns. Frailty progression over study follow-up was described using Cox proportional hazards modelling. …”
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Watching live performances enhances subjective and physiological emotional responses compared to viewing the same performance on screen by Damien Gabriel, Julie Devos, Sandrine Chapuis, Alexandre Comte, Pierre-Edouard Billot

“…Heart rate increased with musical intensity in both conditions, while EEG data showed reduced arousal levels during the live performance, possibly reflecting deeper cognitive absorption. …”
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Stomata as the Main Pathway for the Penetration of Atmospheric Particulate Matter Pb into Wheat Leaves by Ke Zhang, Yujing Liang, Chuang Ma, Haopeng Guo, Fuyong Liu, Aihua Gao, Nan Liu, Hongzhong Zhang

“…In this study, spraying Pb(NO₃)₂ (Treatment T1) and spraying PbS (Treatment T2) were used as soluble and insoluble Pb, respectively, to evaluate the primary pathways of APM-Pb absorption by wheat leaves, as well as the translocation and accumulation patterns of Pb within the wheat plant. The results showed that both soluble and insoluble Pb can be absorbed by wheat leaves. …”
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Mechanism Analysis and Establishment of a Prediction Model for the Total Pressure Loss in the Multi-Branch Pipeline System of the Pneumatic Seeder by Wei Qin, Cheng Qian, Yuwu Li, Daoqing Yan, Zhuorong Fan, Minghua Zhang, Ying Zang, Zaiman Wang

“…This study aims to clarify the nonlinear pressure loss patterns of the pneumatic system in a pneumatic seeder under varying pipeline structures and airflow parameters, and to develop a rapid prediction equation for the main pipe’s pressure loss. …”
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Estimation and Forecasting of Nigeria&#x2019;s Residential, Commercial, and Industrial Electricity Demands by Prosper O. Ugbehe, Ogheneruona E. Diemuodeke, Daniel O. Aikhuele, Kenneth E. Okedu, Gauri Kalnoor

“…Suppressed electric energy demand arises from inadequate energy access accounting for unmet electricity needs such as electricity capacity utilization, access rate, outages, and transmission and distribution (T&#x0026;D) losses. …”
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Anemia in Patients with Axial Spondyloarthritis is Not Associated with an Increase of Arterial Stiffness and Intima-Media Thickness (Results of a Single-Center Cross-Sectional Stud... by K. N. Safarova, V. I. Makhina, K. D. Dorogoykina, A. P. Rebrov

“…We consider that potential protective effect of anemia, due to well-known pathophysiological patterns — a decrease in blood viscosity and the induction of nitric oxide synthesis, plays an important role. …”
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Prevalence, Risk Factors, and Antibiogram of Nontyphoidal Salmonella from Beef in Ambo and Holeta Towns, Oromia Region, Ethiopia by Endrias Zewdu Gebremedhin, Gezahegn Tafesse Soboka, Bizunesh Mideksa Borana, Lencho Megersa Marami, Edilu Jorga Sarba, Nega Desalegn Tadese, Hirut Abebe Ambecha

“…The Salmonella detection rate in abattoirs, butchers, and restaurants was 4.2% (5/118), 8.5% (10/118), and 4.2% (5/118), respectively. …”
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