Part-Prototype Models in Medical Imaging: Applications and Current Challenges by Lisa Anita De Santi, Franco Italo Piparo, Filippo Bargagna, Maria Filomena Santarelli, Simona Celi, Vincenzo Positano

“…This narrative review summarizes existing PP networks, their application in MI analysis, and current challenges.…”
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Innovative Approaches to Sustainable Urban Planning: Analysing Current Trends by Meruyert Baidrakhmanova, Gani Karabayev, Seimur Mamedov

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An in-depth evaluation of the efficacy and safety of various treatment modalities for chronic thromboembolic pulmonary hypertension: A systematic review and network meta-analysis by Noha Rami Ismail, Hamdy A. Makhlouf, Atef Hassan, Ahmed Elshahat, Mohamed Abdelfatah Abdellatif, Abdelmoemen Esam Rezk, Abdelrahman Mady, Rashad G. Mohamed, Hanady Mohammad Elfeky, Ahmed Abdelaziz

“…Results: Fourteen RCTs comprising 1047 patients were included in this network meta-analysis. Regarding 6 MWD, PADN (MD=113.59, 95% CI: 53.80; 173.39), BPA (MD=48.84, 95% CI: 27.99; 69.69), riociguat (MD=42.59, 95% CI: 22.01; 63.18), treprostinil (MD=41.60, 95% CI: 17.07; 66.13), and macitentan (MD=34.00, 95% CI: 3.50; 64.50) were favored compared to placebo. …”
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Impact of port cooperation on port competitiveness and network structure: a case study of Osaka and Kobe ports by Hoshi Tagawa, Kashin Sugishita, Shinya Hanaoka

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Long‐Term Peak Geoelectric Field Behavior for Space Weather Hazard Assessment in Alberta, Canada Using Geomagnetic and Magnetotelluric Measurements by Darcy Cordell, Ian R. Mann, Stavros Dimitrakoudis, Hannah Parry, Martyn J. Unsworth

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Evaluation of Spatial Structure Resilience in Coastal Traditional Villages Using Complex Network Analysis: Case Study of Rongcheng City, Shandong Province by Yuetao Wang, Chengbin Wu, Binglu Wu, Jilong Zhao, Hanyang Wang

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TMFN: a text-based multimodal fusion network with multi-scale feature extraction and unsupervised contrastive learning for multimodal sentiment analysis by Junsong Fu, Youjia Fu, Huixia Xue, Zihao Xu

“…Abstract Multimodal sentiment analysis (MSA) is crucial in human-computer interaction. …”
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Structural Diagnosis of Solid Rocket Motors Using Neural Networks and Embedded Optical Strain Sensors by Georgia Korompili, Nicholaos Cholevas, Konstantinos N. Anyfantis, Günter Mußbach, Christos Riziotis

“…By considering state-of-the-art optical strain sensors based on fiber Bragg gratings, a theoretical study on the use of such sensors embedded in the circumference of the composite propellant grain for damage detection is presented. Deep neural networks were considered for the accurate prediction of the presence and extent of the defects, trained using synthetic datasets derived through finite element analysis method. …”
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Performance Analysis of Costs Implementation Using the EVM Method (Earned Value Method) on the Work of Expanding the Distribution Pipeline Network in Samarinda City by Apriyanto Iring Patanduk, Wateno Oetomo, Risma Marleno

“…Based on this problem, it is necessary to analyze the condition of the distribution pipe network for clean water services based on the population and calculations for the current year and projections at PDAM Kota Samarinda. …”
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Safety assessment on girth welds of large-diameter X80 pipelines in water network area by Yuqing LIU, Zhenyong ZHANG, Shengsi WU, Beilei JI, Hong ZHANG, Xiaoben LIU

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MINN: A metabolic-informed neural network for integrating omics data into genome-scale metabolic modeling by Gabriele Tazza, Francesco Moro, Dario Ruggeri, Bas Teusink, László Vidács

“…In this study, we present a Metabolic-Informed Neural Network (MINN) that utilizes multi-omics data to predict metabolic fluxes in Escherichia coli, under different growth rates and gene knockouts. …”
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Application and Empirical Analysis of Fuzzy Neural Networks in Mining Social Media Users’ Behavioral Characteristics and Formulating Accurate Online Marketing Strategies by Beibei Luo, Rongfei Luo

“…This study is dedicated to exploring the application of fuzzy neural networks in social media user behavior analysis and their key role in the design of accurate online marketing strategies. …”
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Water Use Attribution Analysis and Prediction Based on the VIKOR Method and Grey Neural Network Model: A Case Study of Zhangye City by Lige Jia, Bo Zhang

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Regulatory Networks of lncRNAs, miRNAs, and mRNAs in Response to Heat Stress in Wheat (Triticum Aestivum L.): An Integrated Analysis by Dwijesh Chandra Mishra, Sayanti Guha Majumdar, Anuj Kumar, Jyotika Bhati, K. K. Chaturvedi, Ranjeet Ranjan Kumar, Suneha Goswami, Anil Rai, Neeraj Budhlakoti

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The Identification of Childhood Asthma Progression-Related lncRNAs and mRNAs Suitable as Biomarkers Using Weighted Gene Coexpression Network Analysis by Min Hao, Jinling Zan

“…Thereafter, weighted gene coexpression network analysis (WGCNA) was utilized to screen the modules directly related to childhood asthma, and a coexpression network of DE-lncRNAs and DE-mRNAs was built. …”
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Comparative efficacy and safety of antibiotics used to treat acute bacterial skin and skin structure infections: Results of a network meta-analysis. by Julian F Guest, Jaime Esteban, Anton G Manganelli, Andrea Novelli, Giuliano Rizzardini, Miquel Serra

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Dynamic bandwidth allocation in time division multiplexed passive optical networks: a dual-standard analysis of ITU-T and IEEE standard algorithms by Kamran Ali Memon, Syed Saeed Jaffer, Muhammad Ali Qureshi, Khurram Karim Qureshi

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Study on the Leakage Diagnosis of a Chilled Water Pipeline Network System Based on Pressure Variation Rate Analysis for Climate Change Mitigation by Xuan Zhou, Fei Liu, Lisheng Luo, Shiman Peng, Junlong Xie

“…To overcome the limitations of current methods, such as insufficient interpretability and computational complexity in leak localization, this paper proposes a novel leakage diagnosis and localization scheme based on pressure variation rate analysis in closed chilled water pipeline networks. …”
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Comparative efficacy and tolerability of three treatments in old people with osteoporotic vertebral compression fracture: a network meta-analysis and systematic review. by Ling-Xiao Chen, Yu-Lin Li, Guang-Zhi Ning, Yan Li, Qiu-Li Wu, Jin-Xiu Guo, Hong-Yu Shi, Xiao-Bo Wang, Yong Zhou, Shi-Qing Feng

“…<h4>Methods</h4>We performed a Bayesian-framework network meta-analysis of randomized controlled trials (RCTs) to compare three treatments for the old people with osteoporotic vertebral compression fracture. …”
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Comparative efficacy and safety in low-intensity treatment for acute myeloid leukemia in older patients: a systematic review and network meta-analysis by Wenze Li, Sijing Kang, Yu Jiao, Pengjie Yue, Weilin Dong, Rui Ge, Ziyi Wang, Xiaojing Yan

“…Conclusion This systematic review and network meta-analysis suggest that AZA + VEN is superior to the current standard of care, particularly in improving OS, CR, ORR, and CRi. …”
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