LC-Protonets: Multi-Label Few-Shot Learning for World Music Audio Tagging by Charilaos Papaioannou, Emmanouil Benetos, Alexandros Potamianos

“…We finally analyze the scalability of the proposed method, providing detailed quantitative metrics from our experiments. …”
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Transformative Service Research and the role of service robots: a bibliometric analysis by Priscila Pasti Barbosa, Felipe Facco Mendes Ferreira, Larissa Cayla Cesário, Glauco Henrique de Souza Mendes

“…Cultural sensitivity and personalization of robots emerged as essential factors for increasing user acceptance and scalability, particularly in diverse healthcare environments. …”
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Wireless Accelerometer Architecture for Bridge SHM: From Sensor Design to System Deployment by Francesco Morgan Bono, Alessio Polinelli, Luca Radicioni, Lorenzo Benedetti, Francesco Castelli-Dezza, Simone Cinquemani, Marco Belloli

“…Comparative studies with traditional wired systems underscore the advantages of the solar-powered wireless solution in terms of sustainability, scalability, and ease of deployment. Results from the validation phase demonstrate the system’s capability to provide accurate and real-time data needed to assess the health state of the monitored asset. …”
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SAFE-CAST: secure AI-federated enumeration for clustering-based automated surveillance and trust in machine-to-machine communication by Yusuf Kursat Tuncel, Kasım Öztoprak

“…SAFE-CAST integrates several innovative components: (1) a federated learning approach using Lloyd’s K-means algorithm for secure clustering, (2) a quality diversity optimization algorithm (QDOA) for secure channel selection, (3) a dynamic trust management system utilizing blockchain technology, and (4) an adaptive multi-agent reinforcement learning for context-aware transmission scheme (AMARLCAT) to minimize latency and improve scalability. Theoretical analysis and extensive simulations using network simulator (NS)-3.26 demonstrate the superiority of SAFE-CAST over existing methods. …”
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Enhanced Heart Disease Classification Using Dual Attention Mechanisms and 3D-Echo Fusion Algorithm in Echocardiogram Videos by S Deepika, N. Jaisankar

“…By leveraging advanced deep learning techniques, including 3D-Echo Fusion, our approach promises high classification accuracy while reducing reliance on manual annotations, thus enhancing scalability in cardiac diagnostics.…”
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Deciphering regulatory architectures of bacterial promoters from synthetic expression patterns. by Rosalind Wenshan Pan, Tom Röschinger, Kian Faizi, Hernan G Garcia, Rob Phillips

“…However, to improve the versatility and scalability of MPRAs, we need a "theory of the experiment" to help us better understand the impact of various biological and experimental parameters on the interpretation of experimental data. …”
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Robust Data-Driven Fault Detection: An Application to Aircraft Air Data Sensors by Yunmei Zhao, Hang Zhao, Jianliang Ai, Yiqun Dong

“…To guarantee the scalability, aircraft inertial reference unit measurements are adopted as equivalent inputs to the DNN, and a database associated with 6 different aircraft/flight conditions is constructed. …”
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Advancing eHealth in Society 5.0: A Fuzzy Logic and Blockchain-Enhanced Framework for Integrating IoMT, Edge, and Cloud With AI by Joy Dutta, Deepak Puthal

“…Security assessments confirm efficient block formation and verification times, validating the system’s scalability and compliance with stringent security standards. …”
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The effect of sustainable agricultural practices on crop productivity in Ethiopia: insights from a meta-analysis by Tadesse Tolera Ejeta, Tadesse Tolera Ejeta, Xiuguang Bai

“…Future initiatives should therefore combine interdisciplinary methods, technology, and community involvement for ensuring SAP’s sustainability and scalability.…”
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Sustainability indicator evaluation for biomass feedstock in the biojet supply chain using Fuzzy Delphi method by Hasibuan Sawarni, Nazir Novizar, Kandasani Jayakhrisna

“…The technical dimension, particularly technology scalability and production volume, is crucial, with significant progress made in bio-jet production platforms like FT and HEFA, which are approved for up to 50% blending with fossil kerosene, while other technologies like microbial sugar-to-jet and ATJ have lower blend approvals.…”
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Empowering digital competence through peer-assisted learning and virtual reality in health professions education by Yngve Røe, Truls Sveløkken Johansen, Truls Sveløkken Johansen, Else Britt Bruset

“…Future research should investigate scalability across disciplines and institutions.…”
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Bottom-Up Abstract Modelling of Optical Networks-on-Chip: From Physical to Architectural Layer by Alberto Parini, Luca Ramini, Fabio Lanzoni, Gaetano Bellanca, Davide Bertozzi

“…The inherent modularity and scalability of the S-matrix formalism are preserved inside SystemC, thus allowing the incremental composition and successive characterization of complex topologies typically out of reach for full-vectorial electromagnetic simulators. …”
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Molecular Engineering of Direct Activated NIR-II Chemiluminescence Platform for In Vivo Chemiluminescence-fluorescence Duplex Imaging by Zhongxiang Chen, Qian Li, Ying Wu, Jianyong Liu, Luntao Liu, Lichao Su, Rongrong Wu, Jibin Song

“…Thus, this study establishes a directly activatable NIR-II CL emission unimolecular skeleton, validating the scalability of this duplex NIR-II CL/FL imaging platform in bioactive molecule detection and disease diagnosis.…”
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Enantioselective reductive cross-couplings to forge C(sp2)–C(sp3) bonds by merging electrochemistry with nickel catalysis by Yun-Zhao Wang, Bing Sun, Jian-Feng Guo, Xiao-Yu Zhu, Yu-Cheng Gu, Ya-Ping Han, Cong Ma, Tian-Sheng Mei

“…Additionally, the absence of a sacrificial anode lays a foundation for scalability. The combination of cyclic voltammetry analysis with electrode potential studies suggests that NiI species activate aryl halides via oxidative addition and alkyl chlorides via single electron transfer.…”
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Retracted: Internet of Things Technology in Monitoring System of Sustainable Use of Soil and Land Resources by Zhaoya Chen, Daobo Wang, Lijun Ma, Yaheng Chen

“…In the aspect of monitoring system construction, we have greatly optimized the traditional construction method, which makes the system in this paper have better adaptability, scalability and accuracy. In order to further verify the reliability of the system, this paper carries out the performance test, accuracy test, and monitoring test in extremely harsh environment. …”
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A GDPR-compliant solution for analysis of large-scale genomics datasets on HPC cloud infrastructure by Silvia Gioiosa, Beatrice Chiavarini, Mattia D’Antonio, Giuseppe Trotta, Balasubramanian Chandramouli, Juan Mata Naranjo, Giuseppa Muscianisi, Mirko Cestari, Elisa Rossi

“…This solution has been successfully applied to the Network for Italian Genomes use-case, demonstrating scalability to other hospitals and universities involved in research projects dealing with sensitive genomic data.…”
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Multichrome encoding-based multiplexed, spatially resolved imaging reveals single-cell RNA epigenetic modifications heterogeneity by Dongsheng Mao, Xiaochen Tang, Runchi Zhang, Song Hu, Hongquan Gou, Penghui Zhang, Wenxing Li, Qiuhui Pan, Bing Shen, Xiaoli Zhu

“…Moreover, cyclic imaging with tailed DNA self-assembly further suggest the scalability and adaptability of PREEM’s design. As an innovative epigenetic modification imaging tool, PREEM not only broadens the horizons of single-cell epigenetics research, enabling joint analysis of multiple targets beyond the limitations of imaging channels, but also reveals cell-to-cell variability, thereby enhancing our capacity to explore cellular functions.…”
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Influence of Adding Conductive Materials and Integrating Bio Electrochemical Systems on the Efficiency of Anaerobic Digestion by Alberto Mur-Gorgas, Antonio V. García-Triviño, Raúl Mateos, Adrián Escapa, Antonio Morán

“…The challenges of BES operation highlight the need for optimized designs to ensure scalability. Microbial analyses reveal that BES application shifts methanogenic pathways, favouring acetoclastic methanogenesis. …”
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Vehicle maneuver recognition and correction algorithm for road quality measurement system optimization by Roland Nagy, István Szalai

“…The proposed solution can be easily integrated into current vibration-based road quality measurement frameworks, enhancing their performance while maintaining scalability and low operational cost.…”
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ASSESSING THE QUALITY OF MICROSERVICE AND MONOLITHIC-BASED ARCHITECTURES: A SYSTEMATIC LITERATURE REVIEW by Saad Hussein, Mariam Lahami, Mouna Torjmen

“… Building a scalable system has been found to be an even greater challenge than developing software in general, due to the complexity and otherwise involved in its development. …”
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