Spatiotemporal characteristics of future precipitation variability in the Tianshan Mountain region of China by Xianglin Lyu, Junkai Du, Yaqin Qiu, Yangwen Jia, Chunfeng Hao, Hao Dong

“…Based on ensemble precipitation data from the NEX-GDDP-CMIP6 dataset, this study analyzed multiscale changes in precipitation variability in the TM for the near (2030–2065) and far future (2066–2100) using Shannon entropy, offering valuable insights for water resource management and future challenges. …”
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Deep Ensemble Learning for Human Action Recognition in Still Images by Xiangchun Yu, Zhe Zhang, Lei Wu, Wei Pang, Hechang Chen, Zhezhou Yu, Bin Li

“…More importantly, the model complexity can be reduced by lessening the number of trainable parameters, thereby effectively mitigating overfitting issues of the model in small datasets to some extent. We conduct experiments in Li’s action dataset, uncropped and 1.5x cropped Willow action datasets, and the results have validated the effectiveness and robustness of our proposed models in terms of mitigating overfitting issues in small datasets. …”
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Identification of the Key Genes and Pathways in Esophageal Carcinoma by Peng Su, Shiwang Wen, Yuefeng Zhang, Yong Li, Yanzhao Xu, Yonggang Zhu, Huilai Lv, Fan Zhang, Mingbo Wang, Ziqiang Tian

“…Methods. 5 microarray datasets of EC were downloaded from Gene Expression Omnibus. …”
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Prevention of Acute Radiation-Induced Skin Reaction with NPE® Camellia Sinensis Nonfermentatum Extract in Female Breast Cancer Patients Undergoing Postoperative Radiotherapy: A Sin... by Gabriela Näf, Urs E. Gasser, Hans E. Holzgang, Sandra Schafroth, Christoph Oehler, Daniel R. Zwahlen

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The Effectiveness and Safety of Tibial-Sided Osteotomy for Fibula Untethering in Lateral Close-Wedge High Tibial Osteotomy: A Novel Technique with Video Illustration by Keun Young Choi, Man Soo Kim, Yong In

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Primary Thyroid Disorders in Patients with Endogenous Hypercortisolism: An Observational Study by Eda Demir Onal, Muhammed Sacikara, Fatma Saglam, Reyhan Ersoy, Bekir Cakir

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Wearable Regionally Trained AI-Enabled Bruxism-Detection System by Anusha Ishtiaq, Jahanzeb Gul, Zia Mohy Ud Din, Azhar Imran, Khalil El Hindi

“…The Recurrent Neural Network provided the highest accuracy 0.99 and a recall value 0.98 for the temporalis muscle dataset. The other eight classifiers have provided accuracies in descending order such as Convolutional Neural Network, Long Short-Term Memory, k-Nearest Neighbors, and Decision Tree 0.98; Logistic Regression 0.96; Support Vector Machine 0.97, and Naïve Bayes 0.89, respectively. …”
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Water quality management of heavily contaminated urban rivers using water quality analysis simulation program by J. Jiang, T. Ri, T. Pang, Y. Wang, P. Wang

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An Intelligent Big Data Security Framework Based on AEFS-KENN Algorithms for the Detection of Cyber-Attacks from Smart Grid Systems by Sankaramoorthy Muthubalaji, Naresh Kumar Muniyaraj, Sarvade Pedda Venkata Subba Rao, Kavitha Thandapani, Pasupuleti Rama Mohan, Thangam Somasundaram, Yousef Farhaoui

“…The main obstacles in turning the heterogeneous large dataset into useful results are computational burden and information security. …”
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Feature Selection in Cancer Classification: Utilizing Explainable Artificial Intelligence to Uncover Influential Genes in Machine Learning Models by Matheus Dalmolin, Karolayne S. Azevedo, Luísa C. de Souza, Caroline B. de Farias, Martina Lichtenfels, Marcelo A. C. Fernandes

“…However, the challenges in this analysis included the high dimensionality of the dataset and the lack of transparency in the ML models. …”
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Identification of a New Prognostic Risk Signature of Clear Cell Renal Cell Carcinoma Based on N6-Methyladenosine RNA Methylation Regulators by Yan Zhang, Yao Yao, Xiaochen Qi, Jianyi Li, Meihong Liu, Xiangyu Che, Yingkun Xu, Guangzhen Wu

“…In this study, we researched the RNA-seq transcriptome data of ccRCC in the TCGA dataset and used bioinformatics analyses to detect the relationship between m6A RNA methylation regulators and ccRCC. …”
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Open Data Release and Privacy Concerns: Complexity in Mitigating Vulnerability with Controlled Perturbation by Shah Imran Alam, Ihtiram Raza Khan, Syed Imtiyaz Hassan, Farheen Siddiqui, M. Afshar Alam, Anil Kumar Mahto

“…Both these algorithms used together are known to provide a good balance between privacy and quality control of the dataset as a whole entity. In this research, we have used the K-anonymity algorithm and compared the results with the addon of l-diversity. …”
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Electrophysiological Characterization of Neuropathy Complicating Type 1 Diabetes Mellitus by Nimat Abuelwafaa, Hana Ahmed, Ilham Omer, Mohamed Abdullah, Ammar Ahmed, Afraa Musa

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Design of low-carbon planning model for vehicle path based on adaptive multi-strategy ant colony optimization algorithm by Qi Guo, Rui Li, Changjiang Zheng, Gwanggil Jeon

“…Experimental results demonstrate that ACGNN yields significant path planning outcomes on both public and custom-built datasets, surpassing the traditional Dijkstra’s shortest path algorithm, random graph network (RGN), and conventional GNN methodologies. …”
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A comparative approach of analyzing data uncertainty in parameter estimation for a Lumpy Skin Disease model by Edwiga Renald, Miracle Amadi, Heikki Haario, Joram Buza, Jean M. Tchuenche, Verdiana G. Masanja

“…MCMC outcomes derived from synthetic data, generated to mimic the characteristics of the real dataset, significantly surpassed those obtained from actual data in terms of uncertainties in identifying parameters and making predictions. …”
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Using Deep Learning to Identify High-Risk Patients with Heart Failure with Reduced Ejection Fraction by Zhibo Wang, Xin Chen, Xi Tan, Lingfeng Yang, Kartik Kannapur, Justin L. Vincent, Garin N. Kessler, Boshu Ru, Mei Yang

“…Model performance was assessed by area under the curve (AUC) values, precision, and recall on an independent testing dataset. **Results:** A total of 47 498 HFrEF patients were included; 9427 with at least one HF hospitalization. …”
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Methylenetetrahydrofolate reductase gene polymorphisms, lipid profiles, and basic renal functional markers as risk for myocardial infarction: A case-control study and haplotype ana... by Perović Svetlana, Vujović Slavica, Kapur-Pojskić Lejla, Garai Nemanja, Šćepanović Anđelka

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Diagnosis of Obstructive Sleep Apnea in Parkinson’s Disease Patients: Is Unattended Portable Monitoring a Suitable Tool? by Priti Gros, Victoria P. Mery, Anne-Louise Lafontaine, Ann Robinson, Andrea Benedetti, R. John Kimoff, Marta Kaminska

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Functional connectivity in burnout syndrome: a resting-state EEG study by Natalia Afek, Dmytro Harmatiuk, Magda Gawłowska, João Miguel Alves Ferreira, Krystyna Golonka, Sergii Tukaiev, Sergii Tukaiev, Anton Popov, Anton Popov, Tadeusz Marek

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Assessment of Tear Film Quality among Smokers Using Tear Ferning Patterns by Ali M. Masmali, Adil Al-Shehri, Saud A. Alanazi, Ali Abusharaha, Raied Fagehi, Gamal A. El-Hiti

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