Individualized drug therapy and survival prediction in ICU patients with acute kidney injury: construction and validation of a nomogram by Rui Yang, Xiaozhe Su, Ziqi Liu, Shuai Shao, Yinhuai Wang, Hao Su, Haiqing He

“…The predictive model demonstrated diagnostic accuracy, with AUC values for 1-year, 3-year, and 5-year survival among AKI patients of 0.827, 0.799, and 0.777 in the training dataset, and 0.760, 0.743, and 0.740 in the internal validation dataset, respectively. …”
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Differences in the genomic profiles of cell‐free DNA between plasma, sputum, urine, and tumor tissue in advanced NSCLC by Zhen Wu, Zhen Yang, Chun Sun Li, Wei Zhao, Zhi Xin Liang, Yu Dai, Qiang Zhu, Kai Ling Miao, Dong Hua Cui, Liang An Chen

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Micro-Expression Recognition Using Convolutional Variational Attention Transformer (ConVAT) With Multihead Attention Mechanism by Hafiz Khizer Bin Talib, Kaiwei Xu, Yanlong Cao, Yuan Ping Xu, Zhijie Xu, Muhammad Zaman, Adnan Akhunzada

“…Our methodology employs the Leave-One-Subject-Out (LOSO) cross-validation technique across three widely used datasets: SAMM, CASME II, and SMIC. The results demonstrate the effectiveness of ConVAT, achieving impressive performance with 98.73% accuracy on the SAMM dataset, 97.95% on the SMIC dataset, and 97.65% on CASME II. …”
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Association between chiropractic spinal manipulation for sciatica and opioid-related adverse events: A retrospective cohort study. by Robert J Trager, Zachary A Cupler, Roshini Srinivasan, Elleson G Harper, Jaime A Perez

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Patch-Level and Neighborhood-Dependency Spatial Optimization Method (PNO): Application to Urban Land-Use Planning to Facilitate Both Socio-Economic and Environmental Development in... by Yuhan Cheng, Xiuyuan Zhang, Qi Zhou, Xiaoyan Dong, Shihong Du

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Developing AI Smart Sprayer for Punch-Hole Herbicide Application in Plasticulture Production System by Renato Herrig Furlanetto, Ana Claudia Buzanini, Arnold Walter Schumann, Nathan Shawn Boyd

“…To address this issue, we developed and evaluated a precision spraying system designed to target herbicide application to the transplant punch-holes. A dataset of 3378 images was manually collected and annotated during a tomato experimental trial at the University of Florida. …”
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Exercise intensity and reliability during recreational team handball training for 50–77-year-old unexperienced women by Rita Pereira, Peter Krustrup, Carlo Castagna, Carlos Resende, Ivone Carneiro, José Magalhães, Susana Póvoas

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Temperature-dependent variations in under-canopy herbaceous foliar diseases following shrub encroachment in grasslands by Yilin Dang, Peng Zhang, Peixi Jiang, Junsheng Ke, Yao Xiao, Yingying Zhu, Mu Liu, Minjie Li, Jihua Wu, Jianquan Liu, Bin Tian, Xiang Liu

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Intrusion Detection for Wireless Sensor Network Using Particle Swarm Optimization Based Explainable Ensemble Machine Learning Approach by Shaikh Afnan Birahim, Avijit Paul, Fahmida Rahman, Yamina Islam, Tonmoy Roy, Mohammad Asif Hasan, Fariha Haque, Muhammad E. H. Chowdhury

“…The system addresses key challenges such as the imbalanced nature of datasets and the evolving complexity of network attacks. …”
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Precision Imaging for Early Detection of Esophageal Cancer by Po-Chun Yang, Chien-Wei Huang, Riya Karmakar, Arvind Mukundan, Tsung-Hsien Chen, Chu-Kuang Chou, Kai-Yao Yang, Hsiang-Chen Wang

“…This study utilized a dataset comprising 3984 white light images (WLIs) and 3666 narrow-band images (NBIs). …”
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Novel Circulating Tumour Cell-Related Risk Model Indicates Prognosis and Immune Infiltration in Lung Adenocarcinoma by Lu Liang, Yueying Liu, Shiyao Jiang, Jingjing Huang, Hua He, Li Shen, Li Cong, Yiqun Jiang

“…A total of 447 patients from TCGA dataset were included in the training cohort, and 460 patients from the GEO dataset were included in the validation cohort. …”
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Identification and validation of key autophagy-related genes in lupus nephritis by bioinformatics and machine learning. by Su Zhang, Weitao Hu, Yelin Tang, Xiaoqing Chen

“…<h4>Methods</h4>We analyzed differentially expressed genes (DEGs) in kidney tissues from 14 LN patients and 7 normal controls using the GSE112943 dataset. Key modules and their contained genes were identified utilizing weighted gene co-expression network analysis (WGCNA). …”
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Temporal Forecasting of Distributed Temperature Sensing in a Thermal Hydraulic System With Machine Learning and Statistical Models by Stella Pantopoulou, Matthew Weathered, Darius Lisowski, Lefteri H. Tsoukalas, Alexander Heifetz

“…We show that LSTM pre-trained on correlated dataset and re-trained on 30% of testing target dataset achieves MaxAPE and RMSPE values of 2.32% and 0.28%, respectively.…”
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A Novel Approach to Faster Convergence and Improved Accuracy in Deep Learning-Based Electrical Energy Consumption Forecast Models for Large Consumer Groups by A. Jayanth Balaji, Binoy B. Nair, D. S. Harish Ram, Kuruvachan Kalluvelil George

“…The proposed methodology was empirically validated on data from 4710 individual users in ISSDA CER Dataset (approximately 25,632 datapoints/user) and 11 Feeder dataset data from NYISO (approximately 106163 datapoints/feeder). …”
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Using Attention for Improving Defect Detection in Existing RC Bridges by Sergio Ruggieri, Angelo Cardellicchio, Andrea Nettis, Vito Reno, Giuseppina Uva

“…To this end, domain experts gathered and labelled a dataset of real images containing typical defects found in existing RC bridges. …”
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Consensus representation of multiple cell–cell graphs from gene signaling pathways for cell type annotation by Yu-An Huang, Yue-Chao Li, Zhu-Hong You, Lun Hu, Peng-Wei Hu, Lei Wang, Yuzhong Peng, Zhi-An Huang

“…Extensive testing shows that in various cross-dataset application scenarios, scMCGraph consistently exhibits both accuracy and robustness.…”
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Boosting Cyberattack Detection Using Binary Metaheuristics With Deep Learning on Cyber-Physical System Environment by Alanoud Al Mazroa, Fahad R. Albogamy, Mohamad Khairi Ishak, Samih M. Mostafa

“…The empirical analysis of the ACAD-BMDL technique is performed on a benchmark dataset. The experimental validation of the ACAD-BMDL technique portrayed a superior accuracy value of 99.12% and 99.36% under NSLKDD2015 and CICIDS2017 datasets in the CPS environment.…”
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Cultivated genome references for protein database construction and high-resolution taxonomic annotation in metaproteomics by Xiaowei Gao, Hewei Liang, Tongyuan Hu, Yuanqiang Zou, Liang Xiao

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Assessing the Relationship of Psychological Sport Readiness, Single-leg Vertical Jump, and Non-Sagittal Single-Leg Hops to Quadriceps Strength After Anterior Cruciate Ligament Reco... by Paul Kuwik, Erin Florkiewicz, Timothy Benedict, John Mason, Jamie Morris, Michael Crowell

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De Novo Sequencing and Characterization of the Transcriptome of Dwarf Polish Wheat (Triticum polonicum L.) by Yi Wang, Chao Wang, Xiaolu Wang, Fan Peng, Ruijiao Wang, Yulin Jiang, Jian Zeng, Xing Fan, Houyang Kang, Lina Sha, Haiqin Zhang, Xue Xiao, Yonghong Zhou

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