Exploring New Paradigms in Time Series Prediction by Integrating Computer Simulations and Machine Learning by Pengcheng Wu, Yan Shi, Pengfei Zhao, Zhengzhao Gu

“…In this work, we propose a novel framework that fundamentally advances existing Transformer-based methods through the introduction of the Dynamic Temporal Attention Network (DTAN) and the Hierarchical Temporal Optimization Strategy (HTOS), which jointly address long-term dependency capture, interpretability, and domain-specific adaptation in a unified architecture. …”
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Limnospira fusiformis from Lake Solenoe, Omsk: Rationalizing Marketing and Research by Elena A. Moliboga, Viktoriya V. Leushkina

“…The authors used both experimental and marketing methods to study the range of spirulina-containing products on the food market of Omsk and its surroundings. …”
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Epidemiological Rationale for Changing the Strategy and Tactics of Vaccination of Pertussis in Current Conditions by K. A. Subbotina, I. V. Feldblium, E. A. Kochergina, N. A. Lechtina

“…A research objective – definition of the main directions of improvement of epidemiological control of a pertussis on the basis of studying of manifestations of epidemic process and its determinants. Materials and methods. The analysis of incidence is carried out according to official statistics in 19 years, the population antipertussoid immunity is studied by results of routine serological monitoring and specially organized screening researches. …”
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Large-scale activity-based demand generation modeling: A literature review and exploration of potential approaches by Ngoc An Nguyen, Joerg Schweizer, Federico Rupi

“…Furthermore,potential research directions are also discussed, including the development of travel models for large-scale scenarios using big data sources and the optimization of their integration with dynamic traffic assignment. …”
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Application of the multiagent approach for modeling integrated energy systems by V. A. Stennikov, E. A. Barakhtenko, G. S. Mayorov

“…Traditionally, the considered energy systems unite large energy sources, such as hydro, thermal power plants, combined heat and power plants, boiler plants and electric and pipeline networks distributed over a large area. …”
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Identifying Key Parameters for Reducing Recombination Losses at the p-n Junction of Chalcopyrite Thin-Film Solar Cells by Amala Elizabeth, Harry Mönig

“…A combined analytical approach using scanning probe microscopy and spectroscopy or Kelvin force microscopy and photoelectron spectroscopy methods can provide valuable insights. Despite the extensive literature available on related topics, a consolidated view of the various findings made in this regard and the direct consequences for the device efficiency is still lacking. …”
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Forecasting Wind Farm Production in the Short, Medium, and Long Terms Using Various Machine Learning Algorithms by Gökhan Ekinci, Harun Kemal Ozturk

“…Five machine learning algorithms were employed—Artificial Neural Network (ANN), Random Forest (RF), Extreme Gradient Boosting (XGBoost), K-Nearest Neighbors Regression (KNN), and Multi-Layer Perceptron (MLP ANN)—utilizing both MinMax and Standard Scaling methods. Prediction performance was evaluated using Mean Absolute Error (MAE), Coefficient of Determination (R²), and Root Mean Square Error (RMSE) metrics. …”
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Automating the quantification of coastal change using historical aerial photography: A case study along the coastline of county Cork, Ireland by Emma Chalençon, Fiona Cawkwell, Michael O’Shea, Jimmy Murphy

“…This robust and repeatable method provides a valuable alternative to time-consuming and subjective manual digitisation.…”
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Latency and energy-efficient multi-hop routing protocol for unmanned aerial vehicle networks by Abdelhamied A Ateya, Ammar Muthanna, Irina Gudkova, Yuliya Gaidamaka, Abeer D Algarni

“…The proposed multi-objective optimized link state routing protocol routing algorithm considers all modified versions of optimized link state routing protocol and introduces a novel method for selecting multipoint relay nodes that considers the traffic load on the communication channel and the load on each unmanned aerial vehicle node. …”
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Impact of Passive Modifications on the Efficiency of Darrieus Vertical Axis Wind Turbines Utilizing the Kline-Fogleman Blade Design at the Trailing Edge by Farzad Ghafoorian, Hui Wan

“…Various passive modification methods have been developed to enhance efficiency and optimize the aerodynamic performance of the rotor through blade modifications. …”
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Medical Marijuana Documentation Practices in Patient Electronic Health Records: Retrospective Observational Study Using Smart Data Elements and a Review of Medical Records by Donielle Beiler, Aanya Chopra, Christina M Gregor, Lorraine D Tusing, Apoorva M Pradhan, Katrina M Romagnoli, Chadd K Kraus, Brian J Piper, Eric A Wright, Vanessa Troiani

“…We accomplished this goal by developing a systematic protocol for review of medical records and creating a tool that resulted in consistent human data extraction. MethodsWe developed a protocol for reviewing medical records for extracting MMJ-related information. …”
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Global prevalence and contributing factors of nurse burnout: an umbrella review of systematic review and meta-analysis by Addisu Getie, Temesgen Ayenew, Baye Tsegaye Amlak, Mihretie Gedfew, Afework Edmealem, Worku Misganaw Kebede

“…Meta-regression and subgroup analyses were conducted to identify the source of high heterogeneity. Publication bias was assessed using funnel plots and Egger’s regression test, with the former providing a visual assessment of bias and the latter offering a statistical method to detect asymmetry. …”
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Safety Threshold Determination for Blasting Vibration of the Lining in Existing Tunnels under Adjacent Tunnel Blasting by Fei Xue, Caichu Xia, Guoliang Li, Baocheng Jin, Yongwang He, Yapeng Fu

“…By using regression analysis of the measured vibration data, the calculation method of maximum charge per delay for optimizing blasting excavation under different surrounding rock grades is obtained. …”
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The value-added model of the supply chain of petrochemical industries with a sustainable development approach by ali amiri, seyed abbas heydari, vahidreza Mirabi

“…According to its purpose, the research method is applicable, qualitative-quantitative in terms of implementation, and survey in nature. …”
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The biological effect of a combination of platelet lysate and amniotic membrane in buccal epithelium culture by E. V. Chentsova, N. V. Borovkova, P. V. Makarov, D. A. Bozhenko, I. N. Ponomarev, M. V. Storozheva, M. S. Makarov

“…Purpose: To study the biological effect of a combination of platelet lysate and amniotic membrane, preserved by various techniques, on human buccal epithelium culture. Materials and methods. Human amnion transplants were preserved using 3 methods: silicate drying, lyophilization, cryopreservation. …”
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Harnessing Hemp (<i>Cannabis sativa</i> L.) Seed Cake Proteins: From Concentrate Production to Enhanced Choux Pastry Quality by Tatiana Capcanari, Eugenia Covaliov, Cătălina Negoița

“…Sensory attributes were assessed using the check-all-that-apply (CATA) method, where a trained panel selected applicable descriptors from a predefined list. …”
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Multicolour single molecule imaging in cells with near infra-red dyes. by Christopher J Tynan, David T Clarke, Benjamin C Coles, Daniel J Rolfe, Marisa L Martin-Fernandez, Stephen E D Webb

“…<h4>Background</h4>The autofluorescence background of biological samples impedes the detection of single molecules when imaging. The most common method of reducing the background is to use evanescent field excitation, which is incompatible with imaging beyond the surface of biological samples. …”
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The Effect of Use of Local Organic Microorganism Fertilizers on Rice Media, Banana Sticks, And Tongol Fish on The Growth of Arabika Coffee Plants (Coffea arabica L.) in The Gunung... by Suyamto Suyamto, M. Hujaji, Hadi Susilo, Swastika Oktavia, Mu'jijah Mu'jijah

“…The type of research to be carried out is experimental research. This research method uses a Completely Randomized Factorial Design (CRFD) consisting of 2 factors and 3 replications. …”
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COMPARATIVE CHARACTERISTICS OF AUTOTRANSPLANTS FOR THE TREATMENT OF ORBITAL DAMAGES by D.S. Avetikov, D.V. Steblovskyi, O.P. Buhanchenko, V.M. Havryliev, I.V. Boyko, K.P. Lokes

“…Discussions continue regarding the most optimal method of surgical treatment based on the estimated characteristics of the frequency and nature of complications in the immediate and distant postoperative period. …”
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Ground deformation in and around Jigokudani valley, Tateyama volcano, Japan, during the period of 2021–2022 revealed from combined data of leveling surveys and GNSS observations by Kohei Hotta

“…Assuming a Poisson’s ratio of 0.25, the optimal parameters for the source were searched using Adam, one of a gradient method. …”
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