Election Prediction on Twitter: A Systematic Mapping Study by Asif Khan, Huaping Zhang, Nada Boudjellal, Arshad Ahmad, Jianyun Shang, Lin Dai, Bashir Hayat

“…Appropriate political labelled datasets are not available, especially in languages other than English. …”
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Automated craniofacial biometry with 3D T2w fetal MRI. by Jacqueline Matthew, Alena Uus, Alexia Egloff Collado, Aysha Luis, Sophie Arulkumaran, Abi Fukami-Gartner, Vanessa Kyriakopoulou, Daniel Cromb, Robert Wright, Kathleen Colford, Maria Deprez, Jana Hutter, Jonathan O'Muircheartaigh, Christina Malamateniou, Reza Razavi, Lisa Story, Joseph V Hajnal, Mary A Rutherford

“…Reliability and reproducibility were evaluated in 10 random datasets by four observers.<h4>Results</h4>Automated labels were produced for all 132 subjects with a 0.3% placement error rate. …”
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Similarity Learning and Generalization with Limited Data: A Reservoir Computing Approach by Sanjukta Krishnagopal, Yiannis Aloimonos, Michelle Girvan

“…Our work helps bridge the gap between explainable machine learning with small datasets and biologically inspired analogy-based learning, pointing to new directions in the investigation of learning processes.…”
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Lesion classification and diabetic retinopathy grading by integrating softmax and pooling operators into vision transformer by Chong Liu, Weiguang Wang, Jian Lian, Wanzhen Jiao

“…Experimental results demonstrate that the proposed approach achieves superior outcome over the state-of-the-art algorithms on the publicly available datasets.DiscussionAccordingly, the proposed approach can be taken as a potentially valuable instrument in clinical practices.…”
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Multi-Scale Channel Distillation Network for Image Compressive Sensing by Tianyu Zhang, Kuntao Ye, Yue Zhang, Rui Lu

“…Extensive experimental results on four benchmark datasets demonstrate that MSCDN surpasses state-of-the-art CS methods not only in reconstruction accuracy but also in perceptual visual quality.…”
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A Novel Network for Choroidal Segmentation Based on Enhanced Boundary Information by Wenbo Huang, Chaofan Qu, Yang Yan

“…Ablation studies and results from multiple medical image datasets validate that BENet consistently delivers precise segmentation outcomes. …”
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A Novel Power Prediction Model Based on the Clustering Modification Method for a Heavy-Duty Gas Turbine by Jing Kong, Wei Yu, Jinwei Chen, Huisheng Zhang

“…Data-driven models utilizing machine learning algorithms provide an effective approach for predicting power in heavy-duty gas turbines, extracting valuable insights from large-scale operational datasets. However, global unified models often struggle to meet the accuracy requirements of all data when dealing with complex and variable operating conditions, leading to limited prediction accuracy for local conditions. …”
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Deep learning powered single-cell clustering framework with enhanced accuracy and stability by Yi Zhang, Xi Feng, Yin Wang, Kai Shi

“…Extensive evaluations on six diverse scRNA-seq datasets demonstrate that scG-cluster consistently outperforms existing state-of-the-art methods in terms of both clustering accuracy and scalability. …”
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Geometric Detail-Preserved Point Cloud Upsampling via a Feature Enhanced Self-Supervised Network by Shengwei Qin, Yao Jin, Hailong Hu

“…Experimental results on various datasets show that the upsampling results of the SSPU-FENet are comparable to those of supervised learning methods and close to the ground truth (GT) point clouds. …”
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CDSS-Pan: Convolutional Dictionary Learning With State Space Model for Pansharpening by Zixu Li, Jintao Song, Genji Yuan, Jinjiang Li

“…To demonstrate the superiority of our proposed method, we conduct comparative experiments with current state-of-the-art pansharpening methods on three benchmark datasets: QB, GF2, and WV3. Experimental results prove that our method exhibits the best performance.…”
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CLDN4 as a Novel Diagnostic and Prognostic Biomarker and Its Association with Immune Infiltrates in Ovarian Cancer by Pan Hu, Li Lei, Ying Wang, Xue Tian, Xia Wei, Ni Jiang, Lubin Liu

“…Using TCGA and GSE26712 datasets, we were able to identify 17 survival-related DEGs in OC that had differential expression. …”
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Fusion-Decomposition Pan-Sharpening Network With Interactive Learning of Representation Graph by Yunxuan Tang, Xue Wang, Peng Liu, Tong Li

“…Qualitative and quantitative results on the IKONOS, GaoFen-2, WorldView-2, and WorldView-3 datasets validate the effectiveness of the proposed method in comparison to other state-of-the-art methods.…”
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Assessing the Economic Burden and Health Care Utilizations of U.S. Veteran Patients with Schizophrenia by Lin Xie, M. Furaha Kariburyo, Juan Du, Yuexi Wang

“…**Methods:** A retrospective database analysis was performed using the Veterans Health Administration (VHA) Medical SAS® datasets from October 1, 2008 through September 30, 2012. …”
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A metodologia da tessitura analítica de mídia como possibilidade na pesquisa de enfermagem by Liciane da Silva Costa Dresch, Fernanda Carlise Mattioni, Cristianne Maria Famer Rocha

“…Resultados os dados coletados foram sistematizados, criando a tessitura analítica de mídia, composta de três etapas: leitura integral das reportagens selecionadas e aplicabilidade das regras dos operadores discursivos da mídia impressa; leitura integral e captura dos excertos – nas manchetes - e das redes discursivas - nas reportagens; e categorização dos resultados e elaboração de categorias analíticas a partir de fios condutores sociais e culturais. …”
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A Classifier Model Using Fine-Tuned Convolutional Neural Network and Transfer Learning Approaches for Prostate Cancer Detection by Murat Sarıateş, Erdal Özbay

“…However, existing methods often demonstrate limited performance, particularly when applied to small datasets and binary classification problems. Objectives: This study aims to design a fine-tuned deep learning (DL) model capable of classifying PCa MRI images with high accuracy and to evaluate its performance by comparing it with various DL architectures. …”
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Feasibility of YOLOX computer model-based assessment of knee function compared with manual assessment for people with severe knee osteoarthritis by Tao Yang, Jie Zhao, Ben Wang, Li Wang, Hengzhe Bao, Bing Li, Wen Luo, Huiwen Zhao, Jun Liu

“…We collected 40–50 samples for use in clinical experiments. The datasets used in this study were collected from patients admitted to the Joint Surgery Center. …”
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Hepatitis in Disseminated Bacillus Calmette-Guérin Infection by Markus U Göttke, Philip Wong, Channy Muhn, Mansour Jabbari, Suzanne Morin

“…After unsuccessful attempts at bladder catheterization with the creation of a false passage for his third treatment, BCG was instilled via a suprapubic catheter the same day and again a week later. Two weeks after the third BCG instillation, the patient presented with profound lethargy and weakness to the point of not being able to get up out of a chair. …”
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Successful Damage Control Resuscitation with Resuscitative Endovascular Balloon Occlusion of the Aorta in a Pediatric Patient by Yoonjung Heo, Sung Wook Chang, Dong Hun Kim

“…An intra-aortic balloon catheter was deployed above the supraceliac aorta, which helped achieved permissive hypotension while the patient was undergoing surgery. …”
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Epidural Hydroxyethyl Starch in Treatment of Post Epidural Puncture Headache: A Case Series and Literature Reviews by Lai Y, Li W, Zhao D, Liang X, Fang J

“…They were treated with epidural hydroxyethyl starch (HES) through an epidural catheter and achieved well therapeutic effect.Conclusion: Treatment of PDPH by epidural HES is a promising method that may benefit the parturient and doctor.Keywords: post-dural puncture headache, PDPH, hydroxyethyl starch, epidural pump, parturient…”
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Lumboperitoneal shunts in children: a retrospective study by Mohammad Elbaroody, Basem Ismail Alhayen, Mohamed Eltoukhy, Ahmed Atallah, Hossam Eldin Mostafa, Ahmed Mohamed Alselisly

“…Two patients underwent shunt revision due to catheter migration, and three patients (15.8%) developed acquired Chiari malformation for whom the lumboperitoneal shunt was removed and replaced with a ventriculoperitoneal shunt; all the patients are doing well till the last follow-up. …”
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