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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CRYPTOCURRENCY TIME SERIES FORECASTING MODEL USING GRU ALGORITHM BASED ON MACHINE LEARNING by Melina Melina, Sukono Sukono, Herlina Napitupulu, Norizan Mohamed, Yulison Herry Chrisnanto, Asep ID Hadiana, Valentina Adimurti Kusumaningtyas

“…The high fluctuation and volatility of cryptocurrency prices and the complexity of non-linear relationships in data patterns attract investors and researchers who want to develop accurate cryptocurrency price forecasting models. …”
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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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Predicting hydrocarbon reservoir quality in deepwater sedimentary systems using sequential deep learning techniques by Xiao Hu, Jun Xie, Xiwei Li, Junzheng Han, Zhengquan Zhao, Hamzeh Ghorbani

“…Three sequential deep learning models—Recurrent Neural Network and Gated Recurrent Unit—were developed and optimized using the Adam algorithm. …”
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GPC3: a novel mutated gene in pleuropulmonary blastoma by Jiahang Zeng, Xinying Wang, Yingyi Xu, Qinglin Yang, Junzheng Peng, Fenghua Wang, Jue Tang, Dongmei Huang, Jiachi Liao, Yunyu He, Lin Huang, Jianhua Liang, Le Li, Zefeng Lin

“…Survival analysis revealed that patients with high GPC3 expression (GPC3+++) exhibited a markedly lower two-year survival rate (30%) compared to moderate (GPC3++, 75%) and low (GPC3+, 90.9%) expression groups (p = 0.0035). …”
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MSA-GCN: Exploiting Multi-Scale Temporal Dynamics With Adaptive Graph Convolution for Skeleton-Based Action Recognition by Kowovi Comivi Alowonou, Ji-Hyeong Han

“…On the other hand, the TMST module integrates a Gated Multi-stage Temporal Convolution (GMSTC) with a Temporal Multi-Head Self-Attention (TMHSA) to capture global temporal features and accommodate both long-term and short-term dependencies within action sequences. …”
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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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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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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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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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