Acetylcholine-gated current translates wake neuronal firing rate information into a spike timing-based code in Non-REM sleep, stabilizing neural network dynamics during memory cons... by Quinton M Skilling, Bolaji Eniwaye, Brittany C Clawson, James Shaver, Nicolette Ognjanovski, Sara J Aton, Michal Zochowski

“…Together our data suggest that sleep may bias neural networks from firing rate-based towards phase-based information encoding to consolidate memories.…”
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Integrated GIS, remote sensing, and analytical hierarchical process approaches to delineate groundwater storage zones in the Sub-Saharan region of Northern Ethiopia by Aniley T. Tesfaye

“…Cross-validation of the groundwater potential zones against 81 point-source inventory data yielded a 77 % area under the curve (AUC) value. …”
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Process-based therapy vs. routine-CBT for difficult-to-treat mood and anxiety disorders: study protocol for a randomized controlled trial by Ulrich Stangier, Viktoria Kohl, Nora Görg, Lucie Sendig, Bettina Hufschmidt, Desiree Bonarius, Arwin Nemani, Mareike Ebert, Stefan G. Hofmann

“…Abstract Background Process-based therapy (PBT) is a new framework to intervention planning, based on the use of ecological momentary assessment (EMA) data and dynamic and idiographic network analyses. …”
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Evaluation and prediction of the physical properties and quality of Jatobá-do-Cerrado seeds processed and stored in different conditions using machine learning models by Daniel Fernando Figueiredo Spengler, Paulo Carteri Coradi, Dágila Melo Rodrigues, Izabela Cristina de Oliveira, Dalmo Paim de Oliveira, Paulo Eduardo Teodoro, Larissa Pereira Ribeiro Teodoro

“…The combination of processing, temperature, and packaging variables for Artificial Neural Networks, RepTree, Random Forest, and M5P algorithms outperformed linear regression, providing higher accuracy rates. …”
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Vibration Signal Analysis for Intelligent Rotating Machinery Diagnosis and Prognosis: A Comprehensive Systematic Literature Review by Ikram Bagri, Karim Tahiry, Aziz Hraiba, Achraf Touil, Ahmed Mousrij

“…The review results highlighted several deficiencies in the preprocessing step and the experimental validation, with implementation rates of 15.41% and 10.15%, respectively, in the selected prototype studies. …”
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A customized early warning score enhanced emergency department patient flow process and clinical outcomes in a COVID‐19 pandemic by Ali Yazdanyar, Megan R. Greenberg, Zhe Chen, Shuisen Li, Marna Rayl Greenberg, Anthony P. Buonanno, David B. Burmeister, Shadi Jarjous

“…We investigated the association between mMEWS, ED length of stay (LOS), and 24‐hour rapid response team (24 hour‐RRT) activation. RRT activation rates were used as a measure of adverse outcome for the new process and are a network team response for admitted patients who are rapidly decompensating. …”
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Improved model for intrusion detection in the Internet of Things by Marina S. Amine, Fayza A. Nada, Khalid M. Hosny

“…IoT has become more efficient in processing large amounts of data in less time than before because it does not require human intervention. …”
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A Classifier Based on K-Nearest Neighbors Using Weighted Summation of Reconstruction Errors by Rassoul Hajizadeh, Mohammad Ali Hosseinzadeh

“…This process allows a combination of K nearest neighbor classifiers to play a role in data classification. …”
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Perbandingan Metode Random Forest, Convolutional Neural Network, dan Support Vector Machine Untuk Klasifikasi Jenis Mangga by Ricky Mardianto, Stefanie Quinevera, Siti Rochimah

“…The dataset was then divided into training and testing data with a ratio of 70:30. Subsequently, the dataset was processed using three methods, and their accuracy results were compared. …”
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Association between nonstandard work schedules and employees’ self-rated mental health with perceived work stress, work–family conflict and job satisfaction as psychosocial mediato... by Zhan Wang, Guangsheng Zhang, Guangsheng Zhang

“…This study aimed to fill this gap by testing for the mediating roles of perceived work stress, perceived work–family conflict and perceived job satisfaction in the association between nonstandard work schedules and employees’ self-rated mental health.MethodsUsing a nationally representative sample of data from the Chinese General Social Survey (CGSS) in 2021 (N = 1857), and using the Process v4.1 for SPSS, we examined the association between nonstandard work schedules and employees’ self-rated mental health and estimated the independent and joint mediation effects of perceived work stress, perceived work–family conflict and perceived job satisfaction.ResultsA total of 1857 employees participated in the final analysis. …”
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An iterative approach for deriving and solving an accurate regression equation by Manaye Getu Tsige, Andreas Malcherek, Ivo Baselt

“…This paper introduces a method for deriving an accurate regression equation based on a set of any paired data, and a technique for solving the equation. For a practical example, we used five hundred seventy-one pairs of sediment concentration and river flow data to derive an accurate sediment rating equation. …”
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Delineation of Groundwater Potential Zones Using Multi-Criteria Decision Analysis: The Case of Balkh Province, Northern Afghanistan by Anayatullah Popalzai, Hemayatullah Ahmadi, Abdul Baqi Rahmani, Emrah Pekkan

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Parameter sensitivity and data uncertainty assessment of the cradle-to-gate environmental impact of state-of-the-art passive daytime radiative cooling materials by N. Adams, K. Allacker

“…Doubling the pumping power doubles the environmental impact, while the lowest sputtering rate increases the impact by over 600%. Scenario analysis further shows that best- and worst-case outcomes vary by up to 1278%, underscoring the need for precise process data. …”
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Mortgage lending targets of housing policy in Russia by A. N. Lozovskaya, M. A. Skorik

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Flow characteristics of jojoba biogasoline and its blends with regular gasoline or methanol by Ahmed T Ansari, Mamdouh T Ghannam, Emad Elnajjar, Mohamed Y.E. Selim

“…Due to extensive interest in biofuels, few data about the rheological behavior of non-food-based biogasoline such as from jojoba oil are unavailable, especially for engine-related conditions. …”
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Interplay of abiotic conditions, density, and body size in shaping demography in a high‐elevation toad population by Omar Lenzi, Kurt Grossenbacher, Silvia Zumbach, Beatrice Lüscher, Sarah Althaus, Marco Thoma, Daniela Schmocker, Helmut Recher, Arpat Ozgul, Benedikt R. Schmidt

“…Our findings illustrate the complex dynamics at play in high‐elevation populations and the importance of long‐term, individual‐based data in studying these processes. This study underscores the value of integrating multiple sources of variation to understand population dynamics comprehensively, particularly in understudied, extreme environments where traditional ecological models may not fully capture the nuanced interdependencies of natural systems.…”
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Early applications of Neural Networks to plasma science: Architectures, solutions, and impact. by Savino Longo

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Evolution of Acoustic Emission Characteristics During Soil Shear Testing Based on Active Waveguide System by WU Xin, LIU Yonghong, WANG Xuemei, ZHANG Man

“…The primary objectives are to 1) characterize the behavior of AE signals, including ring count, energy, and <italic>b</italic>‒value, during the soil shear process, 2) analyze the influence of water content and loading rate on AE signal evolution, as these factors significantly affect soil stability, 3) establish a theoretical framework for selecting characteristic indicators that enhance the predictive capabilities of AE technology in monitoring soil slope stability, 4) support the development of more effective monitoring and early warning systems for soil slope sliding, improving the safety and management of infrastructure and human settlements in landslide-prone areas.MethodsThrough a systematic experimental approach, the study aimed to uncover the multifactorial dynamics of AE signals during soil shear, providing valuable insights for the application of AE technology in geotechnical engineering and slope stability assessments. …”
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Current Aspects of Inflation Dynamics in the City of Sevastopol by I. A. Shevchuk, M. V. Bezhan, O. A. Grishchenko, I. S. Rakitina

“…Periodicals of economic literature thoroughly described the influence on inflation exerted by fluctuations of the national exchange rate and other external factors, which become apparent in imported inflation. …”
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Noise Sensitivity in Cataract Patients: A Retrospective Study by Ning Ma, Bo Feng, Ming Li

“…Background: Noise sensitivity results from a series of variables and processes, and it can be used to predict the annoyance caused by noise and health-related outcomes. …”
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