Construction of Knowledge Graph for Marine Diesel Engine Faults Based on Deep Learning Methods by Xiaohe Tian, Huibing Gan, Yanlin Liu

“…Experiments show that the model significantly outperforms baseline methods such as HMM, CRF, and BiLSTM, and the graph visualization clearly presents the fault causality network, which supports knowledge reasoning and decision optimization. …”
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Qualitative Methods Case Study: Using MAXQDA in Indigenous HIV Journey Mapping Research by Jared Star, Laurie Ringaert, Linda Larcombe

“…By adapting patient experience mapping and process mapping methods, the research team traced participant journeys through the HIV Care Cascade, identifying barriers and facilitators to well-being. …”
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Quantitative Assessment of Myocardial Ischemia in Multi-Vessel Coronary Artery Disease by Multimodal Stress Echocardiography with Semi-Supine Bicycle Ergometry by S. N. Koretskiy, O. M. Drapkina, F. B. Shukurov, D. K. Vasiliev

“…Stress echocardiography is a modern widely used method of noninvasive diagnosis of coronary heart disease and stratification of the risk of cardiovascular complications. …”
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Analysis of the PointNet neural network architecture by L. A. Shchenyavskaya, D. A. Gura, R. A. Dyachenko

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Agreement between Ki-67 Proliferative Index in Breast Cancer by Conventional Hotspot Method and International Ki-67 in Breast Cancer Working Group Global Scoring Method: A Cross-se... by Nidhi Radhakrishnan, Padma Priya Kasukurti, Sulata M Kamath, Clement Wilfred Devadass, SR Mangala Gouri

“…Aim: To determine Ki-67 proliferative indices by both the Global Method (GW) with the Ki-67 visual scoring app recommended by IKWG and conventional institutional Hotspot Method (HM), and to analyse the agreement between the indices obtained by these two methods. …”
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Attention-Enhanced CNN for High-Performance Deepfake Detection: A Multi-Dataset Study by Subhram Dasgupta, Kushal Badal, Swetha Chittam, Md Tasnim Alam, Kaushik Roy

“…This research works with a method that combines multi-head self-attention (MHSA) with a custom-designed convolutional neural network (CNN) to develop a robust deepfake detection model. …”
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Computational Tool for Curve Smoothing Methods Analysis and Surface Plasmon Resonance Biosensor Characterization by Mariana Rodrigues Villarim, Andréa Willa Rodrigues Villarim, Mario Gazziro, Marco Roberto Cavallari, Diomadson Rodrigues Belfort, Oswaldo Hideo Ando Junior

“…The tool enables the importation of experimental data, application of different smoothing methods, and integration of traditional and hybrid approaches to enhance accuracy in determining the resonance angle. …”
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Research on Tongue Image Segmentation and Classification Methods Based on Deep Learning and Machine Learning by Bin Liu, Zeya Wang, Kang Yu, Yunfeng Wang, Haiying Zhang, Tingting Song, Hao Yang

“…Tongue diagnosis is a crucial method in traditional Chinese medicine (TCM) for obtaining information about a patient’s health condition. …”
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Modern experimental methods for assessing the effectiveness of tissue-engineered products for hyaline cartilage regeneration by M. S. Bozhokin, M. S. Bozhokin, Yu. S. Korneva, Yu. S. Korneva, S. A. Bozhkova, E. R. Mikhaylova, D. M. Marchenko, B. R. Rakhimov, B. R. Rakhimov, Y. A. Nashchekina, M. G. Khotin

“…The opacity of the scaffold and the complexity of its architecture often cause issues with the cell visualization and assessment of their viability. Therefore, there is a need to optimize each specific method for each specific scaffold. …”
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Target Recognition Method Based on Graph Structure Perception of Invariant Features for SAR Images by Jingyi CAO, Yang ZHANG, Ya’nan YOU, Yamin WANG, Feng YANG, Weijia REN, Jun LIU

“…Additionally, class activation map visualization methods are employed to validate the extraction and analysis of invariant features at different stages and branches. …”
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An Evaluation Method for Distribution Network Operation Based on Multi-source Data Deep Fusion by Junfeng QIAO, Aihua ZHOU, Lin PENG, Yiqing WANG, Xiaofeng SHEN, Sen PAN, Pei YANG, Chenhong HUANG

“…To address above-said problem, this paper proposes an evaluation method for distribution network operation based on multi-source data deep fusion. …”
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ENDOVASCULAR REVASCULARIZATION METHODS IN THE TREATMENT OF ACUTE LOWER LIMB ISCHEMIA: THE CURRENT STATE OF KNOWLEDGE by A.D. GAIBOV, O. NEMATZODA, D.D. SULTANOV, K.A. ABDUSAMADOV, SH.A. SHOKHSAVORBEKOV, A.K. BARATOV

“…Methods: A literature search was conducted on publications in Russian and English at the medical literature platforms on endovascular methods used in the treatment of ALLI. …”
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Comparing Injection Methods of Botulinum Toxin A for Cervical Dystonia: A Systematic Review by Hristo Shipkov, Petar Uchikov, Abdulrahman Imran, Zain Ul Hassan, Ivan Grozdev, Krasimir Kraev, Maria Kraeva, Nina Koleva, Maria Bozhkova, Stanislav Karamitev

“…Studies were included if they reported clinical outcomes of BoNT-A injection methods in adult CD patients. Data on efficacy, safety, accuracy, and muscle targeting were extracted and synthesized. …”
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Exploring Deep Clustering Methods in Vibro-Acoustic Sensing for Enhancing Biological Tissue Characterization by Robin Urrutia, Diego Espejo, Montserrat Guerra, Karin Vio, Thomas Suhn, Nazila Esmaeili, Axel Boese, Patricio Fuentealba, Alfredo Illanes, Christian Hansen, Victor Poblete

“…Nonlinear dimensionality reduction techniques, often referred to as manifold learning, are increasingly valuable for data visualization and unsupervised clustering. In the context of surgery and medicine, these methods facilitate the analysis of complex datasets, enabling pattern recognition in surgical data. …”
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Listract Test: A Standardized Assessment Method for Isolated Lisfranc Instability in Cadaver Models by Vasundhara Mathur, David Osei-Hwedieh, Sayyed Hadi Sayyed Hosseinian, Fernando Raduan, Philip B Kaiser, Gregory R Waryasz, Lorena Bejarano-Pineda, John Y Kwon, Hamid Ghaednia, Soheil Ashkani-Esfahani

“…We aimed to introduce a novel reproducible intraoperative mechanical testing method (Listract test) for isolated Lisfranc instability assessment. …”
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High-frequency contrast-enhanced ultrasound in discriminating benign and malignant superficial lymph nodes: a diagnostic comparison by Shuyuan Liang, Peng Han, Xiang Fei, Lianhua Zhu, Liuqing Peng, Fang Xie, Yukun Luo

“…However, conventional diagnostic methods often lack the required precision. High-frequency contrast-enhanced ultrasound (H-CEUS) offers improved temporal resolution and visualization of microvascular structures, potentially providing better diagnostic accuracy than standard contrast-enhanced ultrasound (CEUS). …”
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Preoperative imaging and intraoperative navigation of the parathyroid glands neoplasms in primary hyperparathyroidism by K. Yu. Slashchuk, M. V. Degtyarev, P. O. Rumyantsev, A. K. Eremkina, N. V. Tarbaeva, D. G. Beltsevich, I. V. Kim, G. A. Melnicthhenko, N. G. Mokrysheva

“…As a result of the analysis of the diagnostic accuracy, for a combination of ultrasound and SPECT/CT with augmented contrast enhanced CT, the overall accuracy in visualizing of parathyroid glands was 99 % (95 % confidence interval (CI): 97–100), diagnostic specificity 77 % (95 % CI: 54–100), sensitivity 100 % (95 % CI: 98–100), the predictive value of positive and negative results was 98 % (95 % CI: 97–100) and 100 % (95 % CI: 98–100) respectively.Conclusion. …”
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Modelling and Analysis on Evaluation Factor Sets Affecting the Safe and High-efficiency Operation of UHVDC Transmission Project by Zhipeng SHEN, Hui XIONG, Jiebei ZHU, Chong SHAO, Honglei XU, Wei QIU

“…Then, an UHVDC project in Gansu Province was taken as an example to build its evaluation model, expert evaluation method was used for quantitative evaluation according to various specific factors, and the evaluation results with visual and graphical methods were analysed. …”
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Comparison between the Correlations of Retinal Nerve Fiber Layer Thickness Measured by Spectral Domain Optical Coherence Tomography and Visual Field Defects in Standard Automated W... by Maged Alnawaiseh, Lisann Hömberg, Nicole Eter, Verena Prokosch

“…Materials and Methods. 263 eyes of 143 patients were prospectively included. …”
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A Spectrophotometric Method to Determine Minimal Erythema Dose for Ultraviolet Radiation in Human Skin by Eun Ju Lee, Chung Han Lee, Ji Hwoon Baek, Jae Sook Koh, Yong Chool Boo

“…<b>Conclusions</b>: This study suggests that the instrumental evaluation method of MED based on the spectrophotometric measurement of the a* values can complement or replace the visual evaluation method and that this method will be useful in monitoring skin tolerance to oxidative stress affected by prooxidant factors and defensive factors.…”
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