EXTRACTING EMOTION-CAUSE PAIRS: A BILSTM-DRIVEN METHODOLOGY by Raga Madhuri Chandra, Giri Venkata Sai Tej Neelaiahgari, Satya Sumanth Vanapalli

“…Central to our model is the incorporation of Bidirectional Long Short-Term Memory (BiLSTM) networks, enhancing the ability to capture both local and global dependencies in textual sequences. …”
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Interplay between cancer-associated fibroblasts and dendritic cells: implications for tumor immunity by Fátima María Mentucci, María Gracia Ferrara, Agustina Ercole, Natalia Belén Rumie Vittar, Natalia Belén Rumie Vittar, María Julia Lamberti, María Julia Lamberti

“…This review explores the complex interactions between CAFs and dendritic cells (DCs), essential antigen-presenting cells that activate immune responses. …”
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Design and Validation of a Multi-Epitope mRNA Vaccine Construct Against Human Monkeypox Virus (hMPXV) by Annotating Protein of Intracellular Mature Virus (IMV) Form of hMPXV by Mohammad Asrar Izhari, Siraj B. Alharthi, Raed A. Alharbi, Ahmad H. A. Almontasheri, Wael A. Alghamdi, Abdulmajeed Abdulghani A. Sindi, Ahmad Abdulmajed Salem, Ali Mahzari, Fahad Alghamdi, Ahmed R. A. Gosady

“…Docking and dynamic simulation of MPXV-2-Beta with TLRs (TLR4 & TLR2) and MHCs demonstrated stiffer docking stability (strong polar and nonpolar interaction) and negative eigenvalue value (during dynamic simulation), suggesting its ability to enhance immune receptor activation under physiological conditions. …”
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Tissue-Based Metabolomic Profiling of Endometrial Cancer and Hyperplasia by Khalid Akkour, Afshan Masood, Maha Al Mogren, Reem H. AlMalki, Assim A. Alfadda, Salini Scaria Joy, Ali Bassi, Hani Alhalal, Maria Arafah, Othman Mahmoud Othman, Hadeel Mohammad Awwad, Anas M. Abdel Rahman, Hicham Benabdelkamel

“…The fitness of the model (R2Y) and predictive ability (Q2) were used to create OPLS-DA models. ROC analysis was carried out, followed by network analysis using Ingenuity Pathway Analysis. …”
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IBCFaiCDR: Auxiliary data-driven item-based collaborative filtering in cross-domain RSs to address user cold start problem by Ronakkumar Patel, Priyank Thakkar

“…Researchers have conducted investigations into the utilization of auxiliary data like social network data, review text, demographic information etc., to augment the RSs ability to learn and understand the user's preferences, with the aim of solving this issue. …”
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Modelling mangrove social-ecological systems – a review by Md Monzer Hossain Sarker, Animesh K Gain, Carlo Giupponi

“…Key tools for mangrove SES modelling include mental or conceptual models like DPSIR, integrated assessment models, Actor-Network models, Motivation and Ability and Sustainable Livelihood frameworks, and ecosystem management models. …”
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Identification of foam cell like M2 macrophages, AEBP1 biomarkers, and resveratrol as potential therapeutic in MASLD using Ecotyper and WGCNA by Hua Ye, Mengxia Sun, Wenjing Luo, Dahua Chen, Jiacheng Cai, Jia Dong, Liangshun Zhang, Huiwei Liu, Jinyu Kang, Feng Xu

“…Weighted gene co-expression network analysis (WGCNA) was used for module identification. …”
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Designing and Validating the Model of Damages and Crimes Related to Cryptocurrencies in Iranian law by Nazanin Abbaspoor ekder, Ahmad Ramezani, Mohammad amin Maleki

“…The research data were collected by means of semi - standard interviews with 12 experts in the field of corruption and related crimes who were selected using theoretical sampling method and it was rebuilt by applying the theme analysis method of the network type of the analyzed themes and the conceptual model of network measurement. …”
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Immune-related gene risk model establishment and role of key gene FUCA1 in malignant pleural mesothelioma by Lin Shi, Lin Shi, Lin Shi, Lin Shi, Dongqi Yuan, Dongqi Yuan, Dongqi Yuan, Fuyi Zhu, Yuchao He, Yuchao He, Ran Zuo, Ran Zuo, Liwei Chen, Liwei Chen, Yi Luo, Yi Luo, Yu Wang, Yu Wang, Dingzhi Huang, Dingzhi Huang, Peng Chen, Peng Chen, Hua Guo, Hua Guo

“…An eight-gene risk score model (FLI1, IL32, FUCA1, CCR2, PSMB10, CCL5, WT1, and KRT5) was constructed using CIBERSORT, weighted gene co-expression network analysis, Cox regression analysis, differentially expressed gene analysis, and protein–protein interaction network. …”
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Identifying and Ranking the Challenges and Strategies of Academic Resilience based on the Integration of Thematic analysis and the House of quality by Dariush Mohamadi Zanjirani, Shahla Shahpari

“…Prioritization of educational resilience packages for literate students over 49 years old Rank Weighted score Academic resilience packages 1 5.910 Family counseling and literacy rehabilitation 2 5.427 Material and Spiritual Incentives for Literate Students 3 5.395 Fostering Social Interaction in Post-Literacy Contexts 4 5.288 Providing Coaching and Promoting a Positive Classroom Environment 5 5.144 Utilizing Educational Resources and Experimental Learning Methods 6 5.124 Implementing Extracurricular Activities to Enhance Learning 7 4.951 Developing Alternative Learning Materials, Such as Workbooks 8 4.322 Promoting Identity and Cultural Awareness 9 4.111 Increasing Training Budgets and Enhancing Support for Educators 10 3.570 Revising the Targeted and Practical Content of Transition Courses 11 3.506 Implementing Age-Appropriate Classroom Segregation   Discussion and Conclusion:     In this study, the theme network comprises seven overarching themes at its core, six organizing themes that serve as subsets of the overarching themes, and 26 basic themes. …”
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Deep Learning-Based Postural Asymmetry Detection Through Pressure Mat by Iker Azurmendi, Manuel Gonzalez, Gustavo García, Ekaitz Zulueta, Elena Martín

“…Deep learning, a subfield of artificial intelligence that uses neural networks with multiple layers, is rapidly changing healthcare. …”
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FORMATION OF PROFESSIONAL COMPETENCE OF FUTURE VOCATIONAL TRAINING IN- VOCATIONAL TRAINING IN- STRUCTORS IN THE FIELD OF TRANSPORT USING DIGITAL TECHNOLOGIES by Pohorielov Mykhailo, Filatov Sergiy

“…Special attention should be given to developing students’ digital competence and fostering effective networked interaction among all participants in the educational process. …”
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Tumor-microenvironment and molecular biology of classic Hodgkin lymphoma in children, adolescents, and young adults by Tomohiro Aoki, Tomohiro Aoki, Kyle Wierzbicki, Suhong Sun, Christian Steidl, Christian Steidl, Lisa Giulino-Roth

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Prognostic role and tumor-suppressive effects of CADM family members and the potential molecular mechanisms of CADM1 in neuroblastoma by Yu Wang, Lingling Zheng, Jun Liu, Mingyu Zhang, Ying Kan, Wei Wang, Jigang Yang

“…Through functional enrichment analysis and interaction network construction, hub genes were screened to explore the molecular mechanism of CADMs in neuroblastoma. …”
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CDFA: Calibrated deep feature aggregation for screening synergistic drug combinations by Xiaorui Kang, Xiaoyan Liu, Quan Zou, Quan Zou, Tiantian Li, Ximei Luo, Ximei Luo

“…Besides, a novel feature aggregation network is proposed based on the Transformer to model the intricate interactions between drug pairs and cell lines through multi-head attention mechanisms, enabling discovery of non-linear synergy patterns. …”
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Development of Soy-Based Meat Analogues via Wet Twin-Screw Extrusion: Enhancing Textural and Structural Properties Through Whole Yeast Powder Supplementation by Shikang Tang, Yidian Li, Xuejiao Wang, Linyan Zhou, Zhijia Liu, Lianzhou Jiang, Chaofan Guo, Junjie Yi

“…Although lower in protein content than yeast protein powder (YPP), whole yeast powder exhibits superior water-binding capacity and network-forming ability owing to its complex matrix and fiber content. …”
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Antigen–antibody complex density and antibody-induced HLA protein unfolding influence Fc-mediated antibody effector function by Tanusya Murali Murali, Tanusya Murali Murali, Tanusya Murali Murali, Yue Gu, Yue Gu, Rabiatul Adawiyah Minhat, Jiawei Yap, Jiawei Yap, Kathryn J. Wood, Cheng-I Wang, Nicholas R. J. Gascoigne, Nicholas R. J. Gascoigne, Vathsala Anantharaman, Vathsala Anantharaman, Paul Anthony MacAry, Paul Anthony MacAry, Paul Anthony MacAry

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Understanding political skills and leadership styles on public satisfaction in women politicians by Elly Malihah, Siti Nurbayani, Siti Komariah, Etty Sisdiana, Yendri Wirda, Lingga Utami, Rengga Akbar Munggaran

“…This study also found that network ability and interpersonal influence had no significant effect on public satisfaction. …”
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Biomass Nanofiber‐Assembled Superhydrophobic Aerogels with Simultaneously Enhanced Mechanical Strength and Shape Recovery by Xinyu Dong, Quyang Liu, Hao Zhuo, Yuan Cao, Yijing Zhao, Hongzhi Zheng, Linxin Zhong, Wei Zhai

“…The addition of methyltrimethoxysilane further consolidates the nanofiber network, resulting in CSNF‐Si aerogels with a superlow density of 0.0198 g cm−3, yet high mechanical strength (105.7 kPa at 80% strain) and shape recovery (95% after 80% deformation). …”
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Multiphysics analysis of the dual role of magnetoelectric nanoparticles in a microvascular environment: from magnetic targeting to electrical activation by Martina Lenzuni, Paolo Giannoni, Emma Chiaramello, Serena Fiocchi, Giulia Suarato, Paolo Ravazzani, Alessandra Marrella

“…The simulations replicate the blood venous capillary network, accounting for the complex interactions between MENPs, blood flow, and vessel walls. …”
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