A Convolutional Neural Network Model for Classifying Resting Tremor Amplitude in Parkinson’s Disease by Augusto Ielo, Serena Dattola, Lilla Bonanno, Paolo De Pasquale, Alberto Cacciola, Angelo Quartarone, Maria Cristina De Cola

“…A CNN structured into 7 layers was developed, and a 5-fold cross-validation method was employed to test the robustness of the model. …”
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Profiling Land Use Planning: Legislative Structures in Five European Nations by Dimitrios Koumoulidis, Ioannis Varvaris, Diofantos Hadjimitsis, Marzia Gabriele, Raffaella Brumana, Ioannis Gitas, Nikos Georgopoulos, Azadeh Abdollahnejad, Eleni Gkounti, Dimitris Stavrakoudis, Donatella Caniani, Andriy Dorosh, Roman Derkulskyi, Oksana Sakal, Shamil Ibatullin, Yevhenii Khan, Oleksandr Melnyk, Anne Fromage Mariette, Marc Tondriaux, Andrzej Perkowski, Adam Sieczka, Mariusz Maciejczak, Chryssa Kopra, Georgia Kostaki, Paraskevi Chantzi

“…The diversity in legislative layers and the decentralized role of the authorities further compounds the complexity, reinforcing the importance of cross-country dialogue and EU-wide coordination in advancing sustainable land use development.…”
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Curvas de compactação de um Latossolo Vermelho-Amarelo: com e sem reúso de amostras Soil compaction curves of an oxissol: with and without reuse of samples by Fabricio T. Ramos, Denis T. Ramos, João C. de S. Maia, Milson E. Serafim, Emilio C. de Azevedo, Márcio W. Roque

“…In this context, the objective of the study was to evaluate the configuration of the compaction curve based on with and without reuse of samples of an Oxissol, considering different management systems. While comparing the procedure with and without reuse of the sample, it was found that regardless of managements and layers evaluated, curves of soil compaction obtained were different. …”
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Contactless external manifold design of a kW-scale solid oxide electrolysis cell stack and analysis of its impact on the internal stack environment by Donghun Ryu, Janghyun Lim, Wooseok Lee, Jongsup Hong

“…However, stacking multiple repeating units to maximize hydrogen production introduces significant challenges, particularly non-uniform distribution of reacting gases and temperature across the cell-layers in internal manifold stacks. To address these issues, external manifold stacks are proposed as a potential solution. …”
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Contribution and significance of Heidelberg retinal tomography II in diagnostics of ocular hypertension and its conversion into primary open-angle glaucoma by Marković Vujica, Kontić Đorđe, Hentova-Senćanić Paraskeva, Božić Marija, Marjanović Ivan, Krstić Vera, Kovačević Dragana

“…The aim of this study was to determine the significance and contribution of Heidelberg Retinal Tomography II (HRT II) results that show very early, subtle changes in retinal neurofibre layers (RNFL) in the optic nerve head that are specific for glaucoma itself (the loss of neuroretinal rim area and an increase of Cup/Disc ratio), but are not possible to register by an ophthalmoscope. …”
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Types of fear, ethics and aesthetics of terror, and the politics of emotions in The Album of Female Prisoners by Milutin A. Popović by Tomić Svetlana

“…The creation of a complex and multimedia genre of the album is in accordance with the author's multuple efforts to deconstruct the layers of real life and its different dangers, calling for counteractions, and showing the tragic link between inhumane and unordered society.…”
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Research of marketing and pharmacoeconomic aspects of the domestic market of preparations used for biorevitalization by N. O. Tkachenko, N. M. Chervonenko, V. O. Demchenko, O. V. Lytvynenko

“…The following research methods were employed: content analysis, comparative, analytical, graphic, and marketing research methods. …”
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Perbandingan Metode Jaringan Saraf Tiruan, Fuzzy, Dan Anfis Pada Peramalan Data Inflasi Indonesia by Dwi Ayu Lusia, Karen Semathea, Eni Sumarminingsih, Achmad Efendi

“…The results show that the ANN method with 3 hidden layers with many neurons (2,1,1) gives the best performance (the smallest RMSE value is 1.16127 on the test data). …”
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Nanomaterials for Direct Air Capture of CO₂: Current State of the Art, Challenges and Future Perspectives by Cataldo Simari

“…The work critically evaluates the characteristics, performance, and limitations of key nanomaterial classes, including metal–organic frameworks (MOFs), covalent organic frameworks (COFs), zeolites, amine-functionalized polymers, porous carbons, and layered double hydroxides (LDHs), alongside solid-supported ionic liquids, highlighting their varied CO₂ uptake capacities, regeneration energy requirements, and crucial water sensitivities. …”
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LSTM‐based real‐time stress detection using PPG signals on raspberry Pi by Amin Rostami, Koorosh Motaman, Bahram Tarvirdizadeh, Khalil Alipour, Mohammad Ghamari

“…The authors’ method utilises an artificial neural network with long short‐term memory (LSTM) layers, proving highly effective in time‐series data analysis. …”
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The rising role of physical activity in multiscale urban aging: evidence from spatial MGWR modeling in Hubei by Junjun Qiu, Yuge Zhang, Binbin Jia, Binbin Jia, Danyang Li, Danyang Li

“…This study investigates the multiscale influences on the city-level aging rate in Hubei Province, comparing patterns in 2010 and 2020.MethodsWe applied Multiscale Geographically Weighted Regression (MGWR) to annual data for 17 cities in Hubei. …”
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Hardware realization of neuromorphic computing with a 4–port photonic reservoir for modulation format identification by Enes Şeker, Rijil Thomas, Guillermo von Hünefeld, Stephan Suckow, Mahdi Kaveh, Gregor Ronniger, Pooyan Safari, Isaac Sackey, David Stahl, Colja Schubert, Johannes Karl Fischer, Ronald Freund, Max C Lemme

“…A hybrid photonic–electronic reservoir computing (RC) system overcomes this challenge with neuromorphic photonic integrated circuits or NeuroPICs, combining passive photonic reservoirs with electronic readout layers. Here, we introduce a hybrid photonic–electronic RC solution for modulation format identification in C-band telecommunication network monitoring. …”
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In Vitro Induction of Pluripotency from Equine Fibroblasts in 20% or 5% Oxygen by Raquel V. G. de Castro, Naira C. G. Pieri, Paulo Fantinato Neto, Bianca M. Grizendi, Renata G. S. Dória, Flavio V. Meirelles, Lawrence C. Smith, Joaquim M. Garcia, Fabiana F. Bressan

“…Additionally, this study is the first to compare high and low oxygen cultures of eiPSCs, showing the generation of pluripotent cells with different profiles. …”
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Sedimentation model of the middle Devonian clastic succession of the South Tatar Arch, Pashyian Regional stage, Volga-Ural Oil and Gas Province, Russia by V. V. Silantiev, M. F. Validov, D. N. Miftakhutdinova, V. P. Morozov, B. G. Ganiev, A. A. Lutfullin, K. D. Shumatbaev, R. M. Khabipov, N. G. Nurgalieva, Z. A. Tolokonnikova, E. A. Korolev, V. A. Sudakov, A. V. Smirnova, K. A. Golod, A. A. Leontiev, R. R. Shamsiev, M. V. Noykin, V. E. Kosarev, D. A. Nikonorova, R. F. Akhmetov

“…This article presents, for the first time, maps of the lower and upper parts of the Pashyian, including data on sand-shale ratio, number of sand layers (reservoirs) and thickness, based on the analysis of logging data from 25,000 wells. …”
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Observed impact of the GNSS clock data rate on radio occultation bending angles for Sentinel-6A and COSMIC-2 by S. Padovan, A. von Engeln, S. Paolella, Y. Andres, C. R. Galley, R. Notarpietro, V. Rivas Boscan, F. Sancho, F. Martin Alemany, N. Morew, C. Marquardt

“…In this work, we investigate how different GLONASS and GPS orbit and clock solutions affect the statistical properties of RO profiles by comparing our results with forward-modeled bending-angle profiles based on data from the European Centre for Medium-Range Weather Forecasts (ECMWF) short-range forecasts. …”
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Security culture in contemporary understanding of security by Kekić Dalibor

“…The first one is the state-centred system with states that act as the main objects of security, the main preoccupation of the actors of the world politics is security, and great powers are in the focus of decision-making and the sensitivity to changes is comparatively low. Another system is multi-layered - it consists of individuals, various governmental and non-governmental organisations, transnational companies etc. …”
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Sintesis Grafena Oksida Tereduksi Terdoping Nitrogen Dan Sulfur Dari Amonium Tiosianat Sebagai Elektroda Lawan Pada Sistem Dye Sensitized Solar Cell (DSSC) by Sayekti Wahyuningsih, Ari Handono Ramelan, Mochammad Fuad, Qonita Awliya Hanif

“…This performance is 11.32 times higher compare to the DSSC system with Pt.…”
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THE ORIGIN OF THE HADITH ABOUT JAMPI-JAMPI: A Review of Harald Motzki's Isnad Cum Matan Analysis by Muhammad Syaiful, Mowafg Abrahem Masuwd

“…Motzki's approach helps to identify the historical layers in hadith transmission, confirming that most of the traditions about ruqyah have their transmission roots up to the generation of the tabi'in. …”
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A Sensor Data Prediction and Early-Warning Method for Coal Mining Faces Based on the MTGNN-Bayesian-IF-DBSCAN Algorithm by Mingyang Liu, Xiaodong Wang, Wei Qiao, Hongbo Shang, Zhenguo Yan, Zhixin Qin

“…By constructing a graph structure based on sensor spatial dependencies and utilizing temporal convolutional layers to capture long short-term time-series features, the high-precision dynamic prediction of gas concentrations is achieved via the MTGNN. …”
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LINGUOCULTURAL UNDERSTANDING OF THE CONCEPT OF PAIN IN MODERN UKRAINIAN PROSE by Zoreslava S. Shevchuk

“…It is noted that the concept reflect the layering of cultural meanings. The word objectifies the concept in language and opens access to conceptual knowledge. …”
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