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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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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Optimization of bovine oocyte cryopreservation: membrane fusion competence and cell death of linoleic acid-in vitro matured oocytes subjected to vitrification by Glenda L. Ríos, María Florencia Suqueli García, María Florencia Suqueli García, Rodrigo J. Manrique, Jorgelina Buschiazzo

“…Zona pellucida-free oocytes co-incubated with sperm demonstrated that 43 μM LA better preserved the original sperm adhesion and fusion pattern post-vitrification, although fertilization rate was not improved. …”
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Dynamic brain-heart-gut coupling during sleep: a continuous physiological signal analysis by Guojing Wang, Guojing Wang, Guojing Wang, Hongyun Liu, Hongyun Liu, Shijing Wu, Shijing Wu, Xiaohua Yu, Xiaohua Yu, Weidong Wang, Weidong Wang

“…In terms of heart-gut coupling (HGC), the coupling strength between the very low frequency (VLF) band of heart rate variability (HRV) and all BS-derived power sequences was significantly lower than other HRV frequency bands. …”
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An epigenome-wide association study in the case-control study to explore early development identifies differential DNA methylation near ZFP57 as associated with autistic traits by Ellen M. Howerton, Valerie Morrill, Rose Schrott, Jason Daniels, Ashley Y. Song, Kelly Benke, Heather Volk, Homayoon Farzadegan, Aimee Anido Alexander, Amanda L. Tapia, Gabriel S. Dichter, Lisa A. Croen, Lisa Wiggins, Genevieve Wojcik, M. Daniele Fallin, Christine Ladd-Acosta

“…We sought to identify DNA methylation patterns in child blood associated with Social Responsiveness Scale score, Second Edition (SRS). …”
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Dynamics of cerebral blood flow following sertraline treatment in adolescent depression by Wenyu Ren, Wenyu Ren, Xiao Liu, Zhiwei Zhang, Xiaoqin Zhang, Wei Wu, Xingyu Wang, Zhihui Yu, Chuan Liu, Renqiang Yu

“…Furthermore, Pearson correlation analysis was employed to examine associations between changes in regional CBF and clinical improvement, as measured by changes in the 17-item Hamilton Depression Rating Scale (HAMD-17) scores.ResultsAt baseline, adolescents with depression exhibited increased CBF in the posterior cuneus and decreased CBF in the middle temporal gyrus (MTG), right middle orbitofrontal gyrus, and the left middle frontal gyrus (MFG), compared to healthy controls. …”
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Real-Time, Risk-Based Clinical Trial Quality Management in China: Development of a Digital Monitoring Platform by Min Jiang, Shuhua Zhao, Yun Mei, Zhiying Fu, Yannan Yuan, Jie Ai, Yuan Sheng, Ying Gong, Jingjing Chen

“…Quality findings from the early-stage, interim-stage, and conclusion-stage QC rounds of clinical trials were rated by using 3 severity grades (minor, major, or critical) and classified into 5 categories (with 4 taxonomy levels under each category). …”
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Loss of Reduction in Pediatric Distal Radius Fractures: Risk Factors From a Prospective Multicenter Registry by Apurva S. Shah, MD, MBA, Zoe E. Belardo, BA, Mark L. Miller, MD, Michael C. Willey, MD, Susan T. Mahan, MD, MPH, Divya Talwar, PhD, MPH, Donald S. Bae, MD

“…On multivariate analysis, metaphyseal bicortical fracture pattern (OR = 2.3), prereduction translation of ≥51% (OR = 2.3), and nonanatomic closed reductions (OR = 1.9) independently increased the odds of LOR. …”
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Criminal legal penalties, substance use, and overdose: a concept mapping study examining Colorado’s criminal legal penalties by Katherine LeMasters, Samantha K. Nall, Cole Jurecka, Betsy Craft, Paul J. Christine, Ryan Goodman, Jessie Henderson, Robert Haywood-James, Angela Williams, Grace Wittner, Joshua A. Barocas

“…Participants — recruited from community-based organizations — identified, rated, sorted, and categorized factors affecting criminal legal involvement, substance use, and/or overdose in their community. …”
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Analysis of influencing factors for primary membranous nephropathy complicated with atherosclerotic cardiovascular disease and establishment of a nomogram prediction model by Mirixiatijiang· Maimaiti, Zhu Guo-qiang, Su Ming-jie, Halinuer· Shadekejiang, Zhang Xue-qin, Lu Chen

“…They also had significantly higher systolic blood pressure ［130（120， 142） mmHg（1 mmHg=0.133 kPa） <italic>vs</italic> 122.0（113.5， 135.5） mmHg］， higher diastolic blood pressure ［80 （75， 90） mmHg <italic>vs</italic> 80（70， 85.5） mmHg］， higher prevalence of hypertension［142（64.8%） <italic>vs</italic> 67 （32.7%）］， and higher proportion of manual workers［60（27.4%） <italic>vs</italic> 28（13.7%）］ Additionally， lymphocyte count （LYM）， platelet count （PLT）， blood sodium concentration （Na）， blood urea nitrogen （BUN）， blood creatinine （Cr）， estimated glomerular filtration rate （eGFR）， 24-hour quantitative urine protein， glutamic transaminase， urinary occult blood， number of urinary hyaline and pathological tubular patterns， C-reactive protein （CRP）， complement C4， plasma fibrinogen， D-dimer， and centrocyte-lymphocyte ratio were all significantly different between the two groups （<italic>P</italic>&lt;0.05）. …”
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A data-driven approach to forest health assessment through multivariate analysis and machine learning techniques by Raja Waqar Ahmed Khan, Hamayun Shaheen, Muhammad Ejaz Ul Islam Dar, Tariq Habib, Muhammad Manzoor, Syed Waseem Gillani, Abeer Al-Andal, John Oluwafemi Ayoola, Muhammad Waheed

“…RF-based feature importance analysis showed tree DBH, height, regeneration rate, soil erosion, and tree density as key ecological drivers of forest health. …”
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Citronella oil-loaded electro-spun single and core-shell nano fibers as sustained repellent systems against Aedes aegypti by Samali Udara Liyanaarachchi, Sanjeewa K. Rodrigo, Nilwala Kottegoda, Veranja Karunaratne, Menaka Hapugoda, Tharaka Ranathunge, Lahiru Udayanga, Dushmantha Adikari

“…It was found that maintaining the outer:inner flow rate ratio at 5:2 in coaxial process is imperative to produce good fibers. …”
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Functioning in patients with major depression treated with duloxetine or a selective serotonin reuptake inhibitor in East Asia by Novick D, Montgomery W, Haro JM, Moneta MV, Zhu G, Yue L, Hong J, Duenas H, Brugnoli R

“…Depression severity was assessed using the 16-item Quick Inventory of Depressive Symptomatology-Self Report. PPS were rated using the modified Somatic Symptom Inventory. …”
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Effects of Hole Irrigation Device Parameters on Soil Water Characteristics Under Different Biogas Slurry Ratios by Peng Xiang, Jian Zheng, Yan Wang, You Wu

“…The lateral and vertical wetting front migration distances exhibited a well-defined power function relationship with the soil’s stable infiltration rate and infiltration time (<i>R</i>² ≥ 0.977). …”
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Assessment of predictors and mitigation strategy for therapeutic inertia in the management of hypertension: a quality improvement project by Ananyan Sampath, Shreya Deshpande, Rashmi Verma, Rajnish Joshi

“…When patient adherence was disregarded, TI increased to 49.7%. The total error rate in BP management ranged from 53.29% to 61.5%. …”
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Epigenetic dysregulation-induced metabolic reprogramming fuels tumor progression in bladder cancer by Jian Zhang, Xiaosong Fan, Xu Xu, Yichao Han, Weixing Yu, Bicheng Yang, Yanling Chen, Shaolin Zhang

“…BackgroundBladder cancer remains a significant global health challenge with a high mortality rate despite advancements in treatment modalities. …”
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Assessment of Water Resources Carrying Capacity and Analysis of Its Coupling Coordination in the Yangtze River Economic Belt by XIONG Ying, JIANG Yi-xin, CHEN Si-xuan

“…Analysis of influencing factors identified the proportion of tertiary industry, urbanization rate, and per capita daily domestic water consumption as the three factors most strongly correlated with water resources carrying capacity. …”
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Assessment of heavy metal pollution sources and environmental capacity of typical farmland soils in northwestern Zhejiang based on the geological background of black rock series by Mei-hua Wang

“…Principal component analysis extracted four principal components with a cumulative contribution rate of 78.92%, and the spatial distribution differences were obvious. …”
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Eco-friendly QbD-optimized chromatographic method for simultaneous analysis of metronidazole and nicotinamide with applications in permeation, stability, and sustainability evaluat... by Kanaka Parvathi Kannaiah, Mohamed A. M. Ali, Hemanth Kumar Chanduluru, Anis Ahmad Chaudhary, Mahmoud El-Maghrabey, Reem H. Obaydo, Galal Magdy, Mohamed A. El Hamd

“…The in vitro permeation curve, constructed by plotting mass flux in. μg/cm2.hour against mid-time in hours, showed similar permeation patterns for both drugs over time. The permeation coefficient (Kp) values for MTZ and NCT were 0.016 and 0.012 × cm−2. hour−1, respectively. …”
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