Temporal integration of ResNet features with LSTM for enhanced skin lesion classification by Sasmita Padhy, Sachikanta Dash, Naween Kumar, Shailendra Pratap Singh, Gyanendra Kumar, Poonam Moral

“…This research combines ResNet-50 for spatial feature extraction with Long Short-Term Memory (LSTM) networks for temporal analysis and introduces an innovative hybrid deep learning model, Residual network-Long Short-Term Memory (R-LSTM50). …”
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FORECASTING PRACTICES IN ACADEMIC IR: METHODOLOGICAL MAINSTREAM AND UNSOLVED PROBLEMS by I. V. Fomin, K. P. Kokarev, B. I. Ananyev, N. Yu. Silaev, A. A. Sushentsov, A. D. Chekov

“…The study is based on quantitative description of 160 prognostic articles from leading journals on international relations for the period from 2006 to 2015. An innovative typology of prognostic studies is proposed and tested. …”
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Crowd-based collaboration caching mechanism in smart identifier network by Haifeng LI, Wei QUAN, Nan CHENG, Hongke ZHANG, Xuemin SHEN

“…Smart identifier network (SINET) is an innovative network architecture.Through dynamic collaboration of service resource,function groups and physical components,the network scalability,resource utilization and service quality were effectively improved by SINET,and an effective solution for the development of industrial Internet of things(IoT) could be provided.To promote content delivery in resource-constrained IoT,caching function was introduced in network components by SINET,and the bandwidth waste caused by traffic redundancy in resource-constrained node could be reduced.Therefore,how to efficiently cache content became an important research topic.Based on SINET architecture,a crowd-based collaboration cache (C2Cache) mechanism was proposed in this scheme.According to the actual network topology,the caching function group was dynamically created and optimized by C2Cache,and a function group as crowd minimum unit to execute the maximum benefit cache (MBC) algorithm was defined to maximize the caching space efficiency.With the self-developed emulation system,named EmuStack,the performance of C2Cache was evaluated.The experimental results show that,comparing with LCE,Random,Prob Cache,LCD and Greedy caching mechanisms,the cache hit rate can be improved effectively,then the average access time can be reduced significantly by C2Cache.In the simulated network scenario,the performance increases 15% to 30%.…”
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DDC_Calc, software to diagnose developmental dysplasia of the hip in infants (version 1) by José Julio Requeiro Molina, Ernesto Pérez Pérez, Ana María Machado Consuegra, Karina Leonor Fernández Sánchez, Roberto Díaz Amador, José Julio Requeiro Morejón

“…<br /><strong>Methods</strong>: a technological innovation study was carried out during 2019, at the Paquito González Cueto University Pediatric Hospital, in Cienfuegos, specifically in the Orthopedics Service and with the specialists’ contribution from the "Marta Abreu" Central University’ Mathematics, Physics and Computing Faculty, Las Villas. …”
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IoT-Based Pest Detection in Agriculture Using Raspberry Pi and YOLOv10m for Precision Farming by Zarboubi Mohamed, Bellout Abdelaaziz, Chabaa Samira, Dliou Azzedine, Zeroual Abdelouhab

“…This study introduces an innovative pest detection and monitoring approach, centering on the Codling Moth (Cydia pomonella) as a model insect. …”
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Enhanced Seismic Structural Reliability on Reinforced Concrete Buildings by Using Buckling Restrained Braces by Victor Baca, Juan Bojórquez, Edén Bojórquez, Herian Leyva, Alfredo Reyes-Salazar, Sonia E. Ruiz, Antonio Formisano, Leonardo Palemón, Robespierre Chávez, Manuel Barraza

“…It requires the use of innovative devices to enhance the seismic behavior of concrete buildings. …”
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THE ROLE OF CROWDFUNDING IN THE FUTURE OF UKRAINE: PROBLEMS AND PROSPECTS by Natalia Grebeniuk, Mariana Shvayko, Kateryna Tykhomyrova

“…Each of them reveals the value of crowdfunding as a tool for supporting modern art, innovative technologies, charitable gatherings and organizations, political ideas in the form of projects. …”
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A COMPARATIVE ANALYSIS OF EUROPEAN EDUCATIONAL PROGRAMS IN THE LATE 80’S AND EARLY 90’S: COMETT, ERASMUS, PETRA, LINGUA, TEMPUS, AND EUROTECNET by Costel COROBAN, Cristina-Iulia MARINESCU (GÎLĂ)

“…EUROTECNET promoted innovation in vocational training by integrating new technologies but faced challenges related to consistency across member states. …”
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Rapid detection of drug abuse via tear analysis using surface enhanced Raman spectroscopy and machine learning by Yingbin Wang, Yulong Huang, Xiaobao Liu, Chishan Kang, Wenjie Wu

“…This study introduces an innovative approach to drug abuse screening by quickly detecting ephedrine (EPH) in tears using drop coating deposition-surface enhanced Raman spectroscopy (DCD-SERS) combined with machine learning (ML). …”
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Restructuring of Rural Governance in a Rapidly Growing Resource Town: The Case of Kitimat, BC, Canada by Laura Ryser, Greg Halseth, Sean Markey

“…The town has become more entrepreneurial and innovative to strengthen and diversify their economy. …”
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Nature’s magic: how natural products work hand in hand with mitochondria to treat stroke by Lin Cheng, Shangbin Lv, Chengkai Wei, Sucheng Li, Hao Liu, Yong Chen, Zhaoliang Luo, Hongyan Cui

“…Additionally, they regulate ferroptosis, mitochondrial fission, and promote mitochondrial autophagy and trafficking, further enhancing neuronal protection.ConclusionAs multi-target chemical agents, natural products offer high efficacy with fewer side effects and present promising potential for innovative stroke therapies. Future research should further investigate the effectiveness and safety of these natural products in clinical applications, advancing their development as a new therapeutic strategy for stroke.…”
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Inevitable Choice for Survival: The Last Ottoman Grand Strategy by Murat TOMAN, Fikrettin YAVUZ

“…Within historical context, this paper designed to discuss Mahmud II’s innovative and visionary grand strategic approach in detail. …”
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Optical-Fiber-Based Smart Concrete Thermal Integrity Profiling: An Example of Concrete Shaft by Ruoyu Zhong, Ruichang Guo, Wen Deng

“…Our method is compared with current thermal infrared probe or embedded thermal sensor-based TIP for the concrete shaft. This innovation makes it possible to detect defects inside of the concrete shaft with thorough details, including size and location. …”
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Weather Support for the 2008 Olympic and Paralympic Sailing Events by Yan Ma, Rongzhen Gao, Yunchuan Xue, Yuqiang Yang, Xiaoyun Wang, Bin Liu, Xiaoliang Xu, Xuezhong Liu, Jianwei Hou, Hang Lin

“…During the period of OPSC, almost one hundred people were involved in the weather service with innovative service concept, and the weather support was found to be successful and helpful to the OPSC.…”
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Cell-Type-Specific Differentiation and Molecular Profiles in Skin Transplantation: Implication of Medical Approach for Genetic Skin Diseases by Noritaka Oyama, Fumio Kaneko

“…Skin is highly accessible and valuable organ, which holds promise to accelerate the understanding of future medical innovation in association with skin transplantation, engineering, and wound healing. …”
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Radiographic Measurements and Diagnosis of Hip Dysplasia in Infants Using Computer Vision and a Rule-Based System by Ernesto Pérez Pérez, Roberto Díaz Amador, Karina Leonor Fernández Sánchez, José Julio Requeiro Molina, José Julio Requeiro Morejón

“…<br /><strong>Methods</strong>: study of technological innovation, where the Viola-Jones artificial vision algorithm was used for the detection of structures, as well as a rule-based system with a view to a diagnosis suggestion. …”
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Could the Incentive Policy of Shared Parking Be Sustainable? The Viewpoint of Personal Risk Aversion by Liangpeng Gao, Yue Zheng, Wenliang Jian, Yanjie Ji, Dounan Tang

“…This paper discusses an innovative mechanism of shared parking, “FlexPass,” which applies a reverse auction in which drivers propose bids in line with their individual expectations to share their idle parking spaces. …”
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Analyzing environmental delivery of industrial technology and energy use-loss in China by Mustafa Naimoğlu, Andrew Adewale Alola

“…Based on these findings, policymakers should focus on technological innovations that help decrease energy losses and fossil fuel consumption within the industrial sector.…”
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Investigation on steady-state temperature field by a novel laminated tooth for multi-tooth in harmonic gear drive by Wang Shuyan, Chen Hongwei, Zhang Xinyi, Guo Shuming, Lin Zebin, Chen Bingkui

“…Finally, the temperature distribution laws under different working conditions were investigated. The innovation of this paper lies in the design of the temperature field of the flexspline laminated single tooth model by integrating the harmonic transmission principle. …”
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Rethinking spatial-temporal contrastive learning for Urban traffic flow forecasting: multi-level augmentation framework by Lin Pan, Qianqian Ren, Zilong Li, Xingfeng Lv

“…In light of these challenges, this paper proposes an innovative Urban Spatial-Temporal Graph Contrastive Learning framework (UrbanGCL) to improve the accuracy of urban traffic flow forecasting. …”
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