From Margin to Mainstream: Informal Street Vendors and Local Politics in Kolkata, India by Tathagata Chatterji, Souvanic Roy

“…Power relations and engagement patterns between the street vendors and the state authorities had changed over years, impacting quality of life within the core city and its long term sustainability. …”
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Emoji-Driven Sentiment Analysis for Social Bot Detection with Relational Graph Convolutional Networks by Kaqian Zeng, Zhao Li, Xiujuan Wang

“…Subsequently, seven sentiment-based features are extracted to quantify statistical disparities in emotional expression patterns between bot and human accounts. An attention gating mechanism is further designed to dynamically fuse these sentiment features with user description, tweet content, numerical attributes, and categorical features. …”
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Multi-dimensional water quality indicators forecasting from IoT sensors: A tensor decomposition and multi-head self-attention mechanism. by Li Bo, Lv Junrui, Luo Xuegang

“…To overcome these limitations, we propose TGMHA (Tensor Decomposition and Gated Neural Network with Multi-Head Self-Attention), a novel hybrid model that integrates three key innovations: 1) Tensor-based Feature Extraction: We combine Standard Delay Embedding Transformation (SDET) with Tucker tensor decomposition to reconstruct raw time series into low-rank tensor representations, capturing latent spatio-temporal patterns while suppressing sensor noise. 2) Multi-Head Self-Attention for Inter-Indicator Dependencies: A multi-head self-attention mechanism explicitly models complex inter-dependencies among diverse water quality indicators (e.g., pH, dissolved oxygen, conductivity) via parallel feature subspace learning. 3) Efficient Long-Term Dependency Modeling: An encoder-decoder architecture with gated recurrent units (GRUs), optimized by adaptive rank selection, ensures efficient modeling of long-term dependencies without compromising computational performance. …”
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Differential Cortical Responses of Functional and Sensory Electrical Stimulation in Closed-Loop Tremor Suppression for Parkinson’s Disease by Xiaoqi Zhao, Tinglan Huang, Mengyue Jin, Hongbo Zhao, Yu Shi, Yanlin Wang, Xiao Shen, Zhen Li, Qingqing Shi, Xiaodong Zhu, Lin Meng

“…Both FES and SES significantly reduced tremor amplitude, with FES showing overall greater suppression (hand suppression rate: 60.72% vs. 48.31%, p >0.05; forearm suppression rate: 62.25% vs. 54.41%, p >0.05) where substantial inter-individual variability was observed. …”
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Timing of Surgery and Preoperative Predictors of Surgical Site Infections for Patients with Depressed Skull Fractures in a Sub-Saharan Tertiary Hospital: A Prospective Cohort Study by Hervé Monka Lekuya, Jelle Vandersteene, Larrey Kasereka Kamabu, Rose Nantambi, Ronald Mbiine, Anthony Kirabira, Fredrick Makumbi, Stephen Cose, David Patrick Kateete, Mark Kaddumukasa, Edward Baert, Moses Galukande, Jean-Pierre Okito Kalala

“…The outcome variables were the incidence risk of SSI, types of SSI, microbial culture patterns of wound isolates, and hospital length of stay. …”
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Annual dialysis data report 2022, Japanese Society for Dialysis Therapy (JSDT) Renal Data Registry by Norio Hanafusa, Masanori Abe, Nobuhiko Joki, Junichi Hoshino, Masatomo Taniguchi, Kan Kikuchi, Takeshi Hasegawa, Shunsuke Goto, Tetsuya Ogawa, Eiichiro Kanda, Shigeru Nakai, Toshihide Naganuma, Kenichiro Miura, Atsushi Wada, Yoshiaki Takemoto

“…The results obtained for each condition provide evidence for developing more clinically effective practice patterns for these conditions.…”
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GNSS Precipitable Water Vapor Prediction for Hong Kong Based on ICEEMDAN-SE-LSTM-ARIMA Hybrid Model by Jie Zhao, Xu Lin, Zhengdao Yuan, Nage Du, Xiaolong Cai, Cong Yang, Jun Zhao, Yashi Xu, Lunwei Zhao

“…For the nonlinear and non-stationary high-frequency components, the LSTM network is used to effectively capture their complex patterns. The LSTM’s gating mechanism and memory cell design proficiently address the long-term dependency issue. …”
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Optimizing fertilizer application and straw return to fields to minimize nitrogen and phosphorus runoff losses in double-rice cropping systems by Ying Zhang, Jian Zhu, Changjun Li, Hua Peng, Ji Liu, Yue Luo, Min Song, Yanjiao Dai, Kai Deng, Xionghui Ji

“…Unknown of long-term patterns of losses and mechanisms driving runoff N and P in double-rice cropping systems limited the development of effective mitigation strategies. …”
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Source apportionment of potentially toxic elements in soils from an urbanising region: Insights from multivariate analysis in Singida, Tanzania by Raymond Webrah Kazapoe, Benatus Norbert Mvile, John Desderius Kalimenze, Daniel Kwayisi, Samuel Dzidefo Sagoe, Kwabina Ibrahim, Obed Fiifi Fynn

“…Cluster 2 is shown to be more prominent in the Northern part of the area such as Sekenke, Shelui, Lambi, Mtinko and New Kiomboi. Due to the growing rate of urbanisation, these areas have become relatively populous and have a high level of anthropogenic activities, such as gold mining, sunflower oil milling and agricultural activities which have been shown in the study to influence the spatial patterns of PTEs in the area. …”
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Spatial analysis and prediction of psittacosis in Zhejiang Province, China, 2019–2024 by Zheyuan Ding, Haocheng Wu, Chen Wu, Kui Liu, Qinbao Lu, Xinyi Wang, Tianying Fu, Junjie Li, Ke Yang, Queping Song, Junfen Lin

“…This study aimed to characterize the epidemiological patterns and spatiotemporal distribution of psittacosis in Zhejiang Province, China, and to identify high-risk clusters through predictive modeling.MethodsWe conducted a comprehensive analysis of reported psittacosis cases in Zhejiang Province from January 2019 to June 2024. …”
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Guideline-based exercise management for hip and knee osteoarthritis: a cross-sectional comparison of healthcare professional and patient beliefs in Ireland by Peter Hayes, Clodagh M Toomey, Norelee Kennedy, Avantika Bhardwaj, Jacqui Browne, Ian Dowling, Stacey Grealis, Niall Higgins, Darragh Maguire, John O’Hora, Joseph Rector, Arianna Wood-Thornsbury

“…A secondary objective was to explore the association between referral patterns and beliefs of PwOA.Design Cross-sectional.Setting Online surveys administered to GPs, PTs and PwOA in Ireland via social media and healthcare networks.Participants 421 valid responses (n=161 GPs, n=163 PTs, n=97 PwOA).Primary and secondary outcome measures Nine belief statements related to exercise effectiveness, safety and delivery were rated on a 5-point Likert scale and analysed for within-stakeholder consensus. χ2 tests assessed differences in agreement between groups. …”
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Nettle (Urtica Dioica L.) Modulates Angiogenesis by Targeting the PI3K/AKT/eNOS Pathway in Prostate Cancer by Abduladheem AL-Attabi, Mohammed Sabah Mohammed, Noor Ali Yazi AL-Khazali, Sami Awad Alkubaisy, Muna S. Merza, Mohanad Ali Abdulhadi, Yasser Fakri Mustafa

“…Also, we explored expression patterns of PI3K/AKT/eNOS pathway genes with therapeutic potential (with 50 µg/ml of UDE) in DU-145 cells by quantitative polymerase chain reaction and western blotting assay. …”
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Beyond Bleeding: An Analysis of Presenting Symptoms Among Black Patients with Endometrial Cancer by Maya E. Gross, Mindy Pike, Julianna Alson, Patrice Williams, Mollie E. Wood, Erica Marsh, Erin Carey, Til Stürmer, Ronit Katz, Whitney R. Robinson, Kemi M. Doll

“…Objectives: Black patients have the highest mortality rate from endometrial cancer (EC), and yet remain underrepresented in EC research. …”
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Clinicopathological characterization of Switch/Sucrose-non-fermentable (Swi/Snf) complex (ARID1A, SMARCA2, SMARCA4)-deficient endocervical adenocarcinoma by Chao Cao, Zi-Yun Wu, Wei Liao, Li-Jun Wei, Hao-Yu Liang, Xia Yang, Rong-Zhen Luo, Li-Li Liu

“…Defining Swi/Snf deficiency as loss of any subunit, the overall deficiency rate was 5.96% (36/604). Swi/Snf-deficient ECA tended to advanced FIGO stage (III-IV, P = 0.041), larger tumor size (P < 0.001), deeper stromal invasion (≥ 1/3, P = 0.046), and higher lymph node metastasis rate (P = 0.037). …”
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Diabetic Retinopathy Screening in Patients with Diabetes Using a Handheld Fundus Camera: The Experience from the South-Eastern Region in Hungary by Dóra Júlia Eszes, Dóra Júlia Szabó, Greg Russell, Csaba Lengyel, Tamás Várkonyi, Edit Paulik, László Nagymajtényi, Andrea Facskó, Goran Petrovski, Beáta Éva Petrovski

“…Furthermore, we aimed to detect the risk factors for developing DR and the diabetology/ophthalmology screening patterns and frequencies, as well as the effect of socioeconomic status- (SES-) related factors on the health and behavior of DM patients. …”
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High-performance UWB Vivaldi antenna on FR4: A cost-effective solution for wearable technologies by Sahar Saleh, Tale Saeidi, Nick Timmons, Bader Alali, Faroq Razzaz, Ayman A. Althuwayb

“…The antenna's suitability for wearable applications was validated through testing on flat and curved human phantoms made of skin, fat, and muscle, showing low Specific Absorption Rate (SAR) values across the UWB spectrum, confirming its safety for body-centric use. …”
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Differential Expression of Inflammation-Related Genes in Children with Down Syndrome by Cláudia Regina Santos Silva, Joice Matos Biselli-Périco, Bruna Lancia Zampieri, Wilson Araujo Silva, Jorge Estefano Santana de Souza, Matheus Carvalho Bürger, Eny Maria Goloni-Bertollo, Érika Cristina Pavarino

“…After statistically correcting for the false discovery rate, only the genes BDKRB1 and LTA4H showed differential expression, and both were underexpressed within the DS group. …”
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fNIRS evidence of abnormal frontotemporal cortex activation and functional connectivity in depressed patients after stroke: neuromodulatory mechanisms from mild to moderate depress... by Shanshan Zhou, Xiaodie Liu, Mengyuan Chen, Wenyi Chen, Yawen Pan, Yinghao Zhi

“…In contrast, the mild-PSD group displayed no notable connectivity differences between the two groups.ConclusionThis study presents distinct patterns of frontotemporal cortex activation and functional connectivity alterations associated with varying severity levels of PSD. …”
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Study on main controlling factors of CO2 huff-n-puff for enhanced oil recovery and storage in shale oil reservoirs by CHEN Jun, WANG Haimei, CHEN Xi, TANG Yong, TANG Liangrui, SI Rong, WANG Huijun, HUANG Xianzhu, LENG Bing

“…The study clarified the influence patterns of reservoir engineering parameters in CO₂ huff-n-puff on both cumulative oil increment and CO₂ storage capacity, and determined the primary controlling factors among these parameters. …”
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Physics-based modeling and mechanism of polycrystalline diamond tool wear in milling of 70 vol% Si/Al composite by Lianjia Xin, Guolong Zhao, Zhiwen Nian, Haotian Yang, Liang Li, Ning He

“…The optimal machining parameters of 120 m·min ^–1 cutting speed ( v _c ) and 0.04 mm·z ^–1 feed rate ( f _z ), result in tool life of 33 min and surface roughness ( S _a ) of 2.2 μm. …”
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