LSN-GTDA: Learning Symmetrical Network via Global Thermal Diffusion Analysis for Pedestrian Trajectory Prediction in Unmanned Aerial Vehicle Scenarios by Ling Mei, Mingyu Fu, Bingjie Wang, Lvxiang Jia, Mingyu Yu, Yu Zhang, Lijun Zhang

“…To this end, we introduce a global framework named LSN-GTDA, which consists of a pair of symmetrical U-Net networks. This framework symmetrically distributes the semantic segmentation and trajectory prediction modules, enhancing the overall functionality of the network. …”
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Transcriptome analysis of Aedes aegypti midgut and salivary gland post-Zika virus infection by Chunling Zhu, Yuting Jiang, Qianghui Zhang, Jian Gao, Chaojie Li, Chunxiao Li, Yande Dong, Dan Xing, Hengduan Zhang, Teng Zhao, Xiaoxia Guo, Tongyan Zhao

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Comparing the effectiveness, safety and tolerability of interventions for depressive symptoms in people with multiple sclerosis: a systematic review and network meta-analysis proto... by Amalia Karahalios, Allan G Kermode, Yvonne C Learmonth, Julia Lyons, Stephanie Campese, Alexandra Metse, Claudia H Marck

“…If possible, we will synthesise the evidence by fitting a frequentist network meta-analysis model with multivariate random effects, or a pairwise random-effects meta-analysis model. …”
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Network meta-analysis of erlotinib, gefitinib, afatinib and icotinib in patients with advanced non-small-cell lung cancer harboring EGFR mutations. by Wenhua Liang, Xuan Wu, Wenfeng Fang, Yuanyuan Zhao, Yunpeng Yang, Zhihuang Hu, Cong Xue, Jing Zhang, Jianwei Zhang, Yuxiang Ma, Ting Zhou, Yue Yan, Xue Hou, Tao Qin, Xiaoxiao Dinglin, Ying Tian, Peiyu Huang, Yan Huang, Hongyun Zhao, Li Zhang

“…For mutant patients, the weighted pooled ORR and 1-year PFS of EGFR-TKIs were significant superior to that of standard chemotherapy (ORR: 66.6% vs. 30.9%, OR 5.46, 95%CI 3.59 to 8.30, P<0.00001; 1-year PFS: 42.9% vs. 9.7%, OR 7.83, 95%CI 4.50 to 13.61; P<0.00001) through direct meta-analysis. In the network meta-analyses, no statistically significant differences in efficacy were found between these four TKIs with respect to all outcome measures. …”
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Development of a rapid screener through network analysis to identify central cognitive complaints in haemodialysis patients: a cross-sectional study by Konstadina Griva, Behram A Khan, Frederick H F Chan, Pearl Sim, Phoebe X H Lim, Jason C J Choo

“…The Patient’s Assessment of Own Functioning Inventory (PAOFI) is a comprehensive questionnaire that assesses patient-reported difficulties in memory, language, motor/sensory-perceptual skills and higher-level cognitive function. In the current study, we adopted network analysis to identify central cognitive complaints in dialysis patients and derived a PAOFI short form (PAOFI-SF) based on these core symptoms to improve screening efficiency in real-world renal settings.Design Multicentre, cross-sectional study.Setting Participants were recruited from 10 community-based dialysis centres in Singapore, from May to November 2022.Participants A total of 369 eligible haemodialysis patients were invited to join the study, and 268 completed the measures (response rate 72.6%).Outcome measures Cognitive assessment tools including the PAOFI and the Montreal Cognitive Assessment were administered.Results Based on the PAOFI measure, 98 participants (36.6%) endorsed the presence of three or more complaints, indicating clinically significant cognitive complaints. …”
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Explicit Function Model of Electromagnetic Reliability for CMOS Inverters Under HPM Coupling Based on Physical Mechanism Analysis and Neural Network Algorithm by Huikai Chen, Jinbin Pan, Shulong Wang, Liutao Li, Jin Huang, Shupeng Chen, Hongxia Liu

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Efficacy and Safety of Various Intravenous Thrombolytics for Acute Ischemic Stroke (AIS) at Various Dosages: A Systematic Review and Network Meta-Analysis by Yibin Hu, Shengxian Wu, Haixuan Zhang, Kangfeng Wang, Lijuan Zhang, Yizheng Ma, He Li

“…The network meta-analysis results indicated that reteplase at 18 + 18 mg ranked highest in efficacy, though its safety was lower compared to 0.25 mg/kg tenecteplase and alteplase. …”
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Transmission network and phylogenetic analysis reveal older male-centered transmission of CRF01_AE and CRF07_BC in Guangxi, China by Fei Zhang, Yao Yang, Na Liang, Huayue Liang, Yongzheng Chen, Zhaosen Lin, Tongbi Chen, Wenling Tan, Yuan Yang, Rongye Huang, Lin Yao, Fuling Chen, Xingzhen Huang, Li Ye, Hao Liang, Bingyu Liang

“…Multivariable logistic regression analysis showed that older people were more likely to cluster within networks (AOR = 2.303, 95% CI: 1.012–5.241) and that RHI was a significant factor associated with high linkage (AOR = 3.468, 95% CI: 1.315–9.146). …”
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SMAC-Based WSN Protocol-Current State of the Art, Challenges, and Future Directions by Angelina Ankah Amengu, Jamal-Deen Abdulai, Ferdinand Apietu Katsriku, Kofi Sarpong Adu-Manu

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Exploring Robotic Technologies for Upper Limb Rehabilitation: Current Status and Future Directions by Fabian Horacio Diaz, Carlos Borrás Pinilla, Cecilia E. García Cena

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Integrating Fractional-Order Hopfield Neural Network with Differentiated Encryption: Achieving High-Performance Privacy Protection for Medical Images by Wei Feng, Keyuan Zhang, Jing Zhang, Xiangyu Zhao, Yao Chen, Bo Cai, Zhengguo Zhu, Heping Wen, Conghuan Ye

“…Fractional-order Hopfield neural networks (HNNs) demonstrate unique advantages in IE. …”
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Technology Foresight: A Bibliometric Analysis to Identify Leading and Emerging Methods by Elizabeth Gibson, Tugrul Daim, Edwin Garces, Marina Dabic

“…Social Network Analysis (SNA) techniques are used to identify and analyze leading journals, articles, and researchers. …”
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Multidimensional Scientometric Analysis for the Gig Economy by Sergen Gürsoy

“…Trends in the Gig economy within the framework of social network theory, analysis in the context of the country, author analysis, cluster analysis and representative document analysis are presented. …”
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Advancing Alzheimer’s disease detection: a novel convolutional neural network based framework leveraging EEG data and segment length analysis by Md Nurul Ahad Tawhid, Siuly Siuly, Enamul Kabir, Yan Li

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A database to initiate methodological advances in the evaluation of transitivity assumption in network meta-analysis: qualitative features and limitations of the tracenma R package by Loukia M. Spineli, Andrés Mauricio García-Sierra, Juan Jose Yepes-Nuñez

“…Abstract Background Transitivity assumption underlies the network meta-analysis framework and states that treatment comparisons are similar regarding the distribution of important characteristics that act as effect modifiers. …”
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Research on Safety Reliability Analysis and Evaluation Methodof High-speed Train System by QIN Yong, LIN Shuai, LI Wantong, FU Yong, JIA Liming

“…On the basis of analyzing the current situation of the security and reliability of the high-speed train system at home andabroad, a complete set of system security and reliability analysis method system and evaluation process for the high-speed train was putforward, and the reliability analysis method of reliability network model and security domain risk assessment was deeply studied. …”
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Research on the application of network security defence in database security services based on deep learning integrated with big data analytics by Feilu Hang, Linjiang Xie, Zhenhong Zhang, Wei Guo, Hanruo Li

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Analysis of the Development of Russian Regions to Refine the Regional Policy Using Neural Clustering Techniques by Mikhail Valeryevich Zaboev, Maria Petrovna Mazyarkina

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A Systematic Survey of AI Models in Financial Market Forecasting for Profitability Analysis by Bilal Hassan Ahmed Khattak, Imran Shafi, Abdul Saboor Khan, Emmanuel Soriano Flores, Roberto Garcia Lara, Md. Abdus Samad, Imran Ashraf

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Comparing the efficacy of topical interventions for pain management in oral lichen planus: a time-stratified bayesian network analysis of randomized controlled trials by Yuanmei Zhang, Chenhao Mao, Juanfang Zhu, Wenli Yang, Yanli Wang, Weiwei Yu, Jing Wang, Na Li, Jia Guo, Qi Zhang, Yi Zhou, Mengdong Peng, Yining Wang

“…Methods EMBASE, Scopus, PubMed, WanFang database, and Cochrane databases were searched up to January 2025. A Bayesian network meta-analysis (NMA) was conducted using Stata/SE 15.1 software. …”
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