Ultrasound in Adhesive Capsulitis: A Narrative Exploration from Static Imaging to Contrast-Enhanced, Dynamic and Sonoelastographic Insights by Wei-Ting Wu, Ke-Vin Chang, Kamal Mezian, Vincenzo Ricci, Consuelo B. Gonzalez-Suarez, Levent Özçakar

“…Despite these advantages, the clinical utility of ultrasound remains subject to operator expertise and technical variability. Limited visualization of intra-articular structures and the absence of standardized scanning protocols continue to pose challenges. …”
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Linking multivariate trait variation to the environment: the advantages of double constrained correspondence analysis with the R package douconca by Cajo J.F. ter Braak, Bart-Jan van Rossum

“…It extends joint species distribution modelling and species-environment relationship studies by incorporating trait data. Traditional methods include RLQ ordination, fourth-corner correlation analysis, and community-weighted means (CWM) regression, with generalized linear mixed models (GLMM) also being used.Through three case studies, we demonstrate that double-constrained correspondence analysis (dc-CA), an ordination method with biplot visualization, is a competitive alternative. …”
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Cybersecurity Framework: Addressing Resiliency in Welsh SMEs for Digital Transformation and Industry 5.0 by Nisha Rawindaran, Ambikesh Jayal, Edmond Prakash

“…Advanced analytical techniques, including regression testing, Principal Component Analysis (PCA), and data visualization, were employed to uncover key insights and patterns. …”
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Detection of atomoxetine and its metabolites in the urine by thin-layer chromatography and mass spectrometry by S. A. Karpushyna, S. V. Baiurka, T. O. Tomarovska

“…Atomoxetine and its biotransformation products were detected in the urine under TLC screening conditions and identified using mass spectrometry method. Chromatographic mobility of the native compound, hydroxyatomoxetine, and dihydroxyatomoxetine in the TLC screening systems as well as the results of their visualization using chromogenic reagents applied for toxicological drug screening in the systematic toxicological analysis have been determined.…”
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Identification of NAPL Contamination Occurrence States in Low-Permeability Sites Using UNet Segmentation and Electrical Resistivity Tomography by Mengwen Gao, Yu Xiao, Xiaolei Zhang

“…Experimental results demonstrate that the model achieves a mean Intersection over Union (mIoU) of 86.58%, an accuracy (Acc) of 99.42%, a precision (Pre) of 75.72%, a recall (Rec) of 76.80%, and an F1 score (f1) of 76.23%, effectively overcoming the noise interference in electrical anomaly interpretation through conventional geophysical methods in low-permeability clay, while outperforming DeepLabV3, DeepLabV3+, PSPNet, and LinkNet models. …”
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TICTAC: target illumination clinical trial analytics with cheminformatics by Jeremiah I. Abok, Jeremy S. Edwards, Jeremy J. Yang

“…To overcome these limitations, an integrated approach is required that consolidates evidence from diverse data sources to support the effective prioritization of biological targets for further research.MethodsWe developed a comprehensive data integration and visualization pipeline to infer and evaluate associations between diseases and known and potential drug targets. …”
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Unveiling construction accident causation: a scientometric analysis and qualitative review of research trends by Haoyu Zang, Ming Li, Zhiyao Jin, Jingfei Huang

“…VOSviewer was used for bibliometric visualization to map research trends, co-authorship networks, and keyword co-occurrences. …”
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Global research landscape of antiangiogenic therapy for colorectal cancer: a bibliometric analysis of mechanistic insights and clinical advancements by Ke-Qiang Hou, Jia-Ming Wu, Jie Chen

“…VOSviewer 1.6.20, CiteSpace 6.4.R1, and R 4.4.1 were employed for bibliometric analysis and visualization.ResultsThis bibliometric analysis of 976 publications from 1996 to 2024 shows a 13.65% annual growth rate in CRC antiangiogenic research. …”
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Efficiently Learning an Encoder That Classifies Token Replacements and Masked Permuted Network-Based BIGRU Attention Classifier for Enhancing Sentiment Classification of Scientific... by Muhammad Inaam Ul Haq, Khalid Mahmood, Qianmu Li, Ashok Kumar Das, Sachin Shetty, Majid Hussain

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The Design of a Mobile Sensing Framework for Road Surfaces Based on Multi-Modal Sensors by Haiyang Lyu, Yu Huang, Jianchun Hua, Wenmei Li, Tianju Wu, Hanru Zhang, Wangta Ma

“…The framework leverages advanced sensor technologies and server-based computational methods and offers a user-friendly web interface for the dynamic visualization and interactive exploration of road surface conditions. …”
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Develop and validate a machine learning model to predict the risk of persistent pain after percutaneous transforaminal endoscopic discectomy by Jun Yuan, Jun Fu

“…Models with AUC values exceeding 0.9, specifically XGBoost and MLP, were selected for SHAP visualization and risk prediction model construction.ResultsAmong the four machine learning models, XGBoost and MLP achieved the best performance, with AUC values of 0.907 and 0.916, respectively. …”
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“Evaluation of hepatobiliary disorders using magnetic resonance cholangiopancreatography in a low-resource setting in Kano, Nigeria: a retrospective study” by Nuraddeen Mukhtar Rabiu, Abbas Rabiu Muhammad, Ahmad Bashir Umar, Sambo-Donga Donzomga, Ibrahim Umar Garzali, Suwaid Mohammed Abba, Anas Ismail

“…Abstract Background Biliary disorders are a major health concern in Nigeria, where magnetic resonance cholangiopancreatography (MRCP), a non-invasive imaging tool offering effective duct visualization without radiation, is emerging as a key diagnostic modality. …”
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Bibliometric analysis of mucosal immunity in IgA nephropathy from 1990 to 2022 by Xian Chen, Zhe Yan, Qing Pan, Chunxia Zhang, Yakun Chen, Xuzhi Liang, Shaomei Li, Gang Wu

“…Abstract Objective The study aimed to conduct a bibliometric analysis of mucosal immunity in IgA nephropathy (IgAN) and indicate its current status, hot sopts, and direction of future studies. Methods The literature data was collected from the Web of Science Core Collection. …”
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IsoFoodTrack: a comprehensive database and management system based on stable isotope ratio analysis for combating food fraud by Cathrine Terro, Cathrine Terro, Robert Modic, Matevž Ogrinc, Andraž Simčič, Jan Drole, Tome Eftimov, Tome Eftimov, Barbara Koroušić Seljak, Barbara Koroušić Seljak, Nives Ogrinc, Nives Ogrinc

“…The database is built for scalability, allowing the addition of new commodities, analytical methods, and metadata fields, while ensuring interoperability with external databases through standardized formats and API integration. …”
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Possibilities of elastography for assessing the stiffness of post-traumatic scars in the process of complex treatment by Kristina S. Iurchenko, Natalia A. Shanina, Alexander V. Patrushev, Denis V. Kovlen, Alexey V. Samtsov

“…Methods. A prospective open clinical study was conducted between December 2023 and May 2024. …”
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Multivariate prognosis of non-alcoholic fatty liver disease development in visceral obesity in patients with coronary artery disease and hypertension by I. V. Logacheva, T. A. Ryazanova, S. B. Ponomarev, V. R. Makarova

“…All patients underwent an anthropometric assessment, visualization and measurement of the intraabdominal fat thickness (AIFT) and epicardial fat thickness (EFT) by ultrasound, and echocardiography. …”
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Deep Learning-Based Imagery Style Evaluation for Cross-Category Industrial Product Forms by Jianmin Zhang, Yuliang Li, Mingxing Zhou, Sixuan Chu

“…By combining Kansei Engineering (KE) theory with four key visual morphological features—contour lines, edge transition angles, visual directions and visual curvature—we define six representative style paradigms: Naturalness, Technology, Toughness, Steadiness, Softness, and Dynamism (NTTSSD), enabling quantification of the mapping between product features and user preferences. …”
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Radiotherapy improves survival in HER2-positive breast cancer with lung metastases: a retrospective study with artificial intelligence-based prognostic modeling by Tengfei Ren, Xiangkun Wang, Shengyuan Luo, Shengyuan Luo, Shanbao Ke

“…While systemic therapies have improved outcomes, the role of radiotherapy (RT) in the management of lung metastases remains uncertain.MethodsThis retrospective study analyzed 248 HER2-positive breast cancer patients with lung metastases treated at two institutions between 2006 and 2021. …”
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Progress and Frontiers of Research on Dexmedetomidine in Perioperative Medicine: A Bibliometric Analysis by Zheng T, Pei Z, Huang X

“…VOSviewer and Citespace software were used for bibliometric analysis and data visualization.Results: A total of 1652 suitable publications were extracted from the database for analysis, including 1,497 articles and 155 reviews. …”
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Alician Blue Staining in Histological Assessment of Acid Mucopolysaccharides in Salivary Gland Tumors: A Diagnostic Perspective by Amit Kumar Srivastava, Aishwarya Srivastava, Ruchi Jain, Swati Shrivastava, Sourabh Shrivastava, Divya Sinha

“…Materials and Methods: A total of 60 salivary gland tumor samples were analyzed, including 30 benign (e.g., pleomorphic adenoma) and 30 malignant (e.g., mucoepidermoid carcinoma, adenoid cystic carcinoma) cases. …”
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