An Improved Demand Forecasting Model Using Deep Learning Approach and Proposed Decision Integration Strategy for Supply Chain by Zeynep Hilal Kilimci, A. Okay Akyuz, Mitat Uysal, Selim Akyokus, M. Ozan Uysal, Berna Atak Bulbul, Mehmet Ali Ekmis

“…Demand forecasting is one of the main issues of supply chains. It aimed to optimize stocks, reduce costs, and increase sales, profit, and customer loyalty. …”
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Exploration Degree Bias: The Hidden Influence of Node Degree in Graph Neural Network-Based Reinforcement Learning by Peter Tarabek, David Matis

“…This phenomenon impacts exploration in RL, skewing it away from mid-degree nodes, potentially hindering the discovery of optimal policies. We provide a systematic investigation of EDB across widely used GNN architectures—GCN, GraphSAGE, GAT, and GIN—by quantifying correlations between node degrees and logits. …”
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Application of deep learning algorithm for judicious use of anti-VEGF in diabetic macular edema by Anwesa Mondal, Apurba Nandi, Subhasish Pramanik, Lakshmi Kanta Mondal

“…This approach has the potential to enhance patient outcomes and minimize unnecessary administration of anti-VEGF agents, thereby optimizing therapeutic interventions in ophthalmology.…”
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Association between albumin corrected anion gap and in-hospital mortality in critically ill patients with chronic obstructive pulmonary disease by Mohan Giri, Anju Puri, Lan Huang, Shuliang Guo

“…The receiver operating characteristic (ROC) curve was used to determine the optimal threshold for ACAG, and participants were divided into two categories based on this threshold. …”
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Effect of artificial fish nest placement on spawning site preference and reproductive efficiency in reservoir fish with adhesive and demersal eggs by Qiang Sheng, Aihuan Guo, Yixiang Zhang, Tianjiang Chu

“…Management practices should focus on site-specific environmental monitoring and adapt nest placement to optimize conditions for different species. Furthermore, future research should aim to develop predictive models that integrate environmental factors and species needs, providing a more robust basis for artificial nest placement and fisheries management.…”
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Modeling, Analysis, and Implementation of Series-Series Compensated Inductive Coupled Power Transfer (ICPT) System for an Electric Vehicle by Moustapha Elwalaty, Mohamed Jemli, Hechmi Ben Azza

“…A mathematical expression of optimal equivalent load resistance, corresponding to a maximal transmission efficiency of a wireless charging system, was demonstrated in detail. …”
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Stability indicating RP-HPLC technique for simultaneous estimation of nirmatrelvir and ritonavir in their new copackaged dosage form for COVID-19 treatment by Mohamed G. Yassin, Aya Roshdy, Aya A. Marie

“…Abstract RP-HPLC technique was developed and optimized for simultaneous identification and estimation of nirmatrelvir (NIR) and ritonavir (RIT) in their new copackaged tablet. …”
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Conceptual approaches to the formation of regional economic clusters by N. V. Rakuta, T. E. Sitokhova

“…Clustering of the economy of individual territories determines the most effective integration their into the world economic system, makes it possible for the accumulation and optimal use of resources from the point of view of global trends, contributes to the efficiency of state industrial policy. …”
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Efficient Handling of Data Imbalance in Health Insurance Fraud Detection Using Meta-Reinforcement Learning by Supriya Seshagiri, K. V. Prema

“…This adaptability comes from its ability to learn shared representations and optimal task-specific strategies using limited samples. …”
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Establishment of the Quantitative Analysis of Multiindex in Euphorbia lathyris by the Single Marker Method for Euphorbia lathyris Based on the Quality by Design Concept by Feng Xuehua, Zhou Guangjiao, Tao Ali

“…The influences of methanol proportion, flow rate, column temperature, and injection volume in the mobile phase on the chromatographic resolution of chromatographic peak of euphorbia factor L1 were experimentally studied via Plackett–Burman design, and the key analysis parameters were screened out; the key analysis parameters were optimized through the central composite design, and the chromatographic analysis conditions were established. …”
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How can Physical Education teachers’ high directiveness impact students’ experiences of enjoyment and boredom? by Sergio Diloy Peña, Javier García-Cazorla, Carlos Mayo-Rota, Luis García-González, Zilia Villafaña-Samper, Ángel Abós

“…., guiding, clarifying, demanding, domineering) is limited regarding its potential connection to various (mal)adaptive outcomes in Physical Education, given that Physical Education teachers can adopt different high directiveness approaches for optimal classroom management. The present study aims to examine the differential impact of high directiveness leadership: structuring style (i.e., guiding and clarifying) versus controlling style (i.e., demanding and domineering), on students’ affective outcomes (i.e., enjoyment and boredom). …”
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ProNDN: MCDM-Based Interest Forwarding and Cooperative Data Caching for Named Data Networking by Cong Pu

“…The basic idea of the MCDM-based interest forwarding is to employ Technique for Order Performance by Similarity to Idea Solution (TOPSIS) to dynamically evaluate outgoing interface alternatives based on multiple network metrics and objectively select an optimal outgoing interface to forward the Interest packet. …”
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A Modified WASPAS Method for the Evaluation of E-Commerce Websites Based on Pythagorean Fuzzy Information by Xiufang Ou, Bingbin Chen

“…They are essential to keep up with the market changes and shifts to provide better compliance with security requirements and to optimize the interface to hold onto user attention. …”
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Multicenter randomized double-blind placebo-controlled crossover study of the effect of prolonged noisy galvanic vestibular stimulation on posture or gait in vestibulopathy. by Chisato Fujimoto, Takuya Kawahara, Yayoi S Kikkawa, Makoto Kinoshita, Teru Kamogashira, Mineko Oka, Tsukasa Uranaka, Naoya Egami, Kentaro Ichijo, Kayoko Kabaya, Sachiyo Katsumi, Ikumi Takashima, Yoshiharu Yamamoto, Masato Yagi, Tatsuya Yamasoba, Shinichi Iwasaki

“…Enrolled subjects were randomly assigned to one of two groups; one group received the optimal intensity of noisy galvanic vestibular stimulation first and then the placebo 14 days later, the other was evaluated in the reverse order. …”
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The eradication of Asian longhorned beetle at Paddock Wood, UK by Dominic Eyre, Jane Barbrook

“…The outbreak was likely to have been present for 10 or 11 years, but population development is likely to have been limited by the sub-optimal climatic conditions, especially the UK’s relatively cool summers.…”
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A Multiobjective Model for a Multilevel Blood Supply Chain to Improve the Attractiveness of Blood Centers during the COVID-19 Pandemic by Abolfazl Moghimi Esfandabadi, Davood Shishebori, Mohammad-Bagher Fakhrzad, Hassan Khademi Zare

“…In the present study, the proposed model seeks to simultaneously minimize the operating costs and the shortage of blood products with the aim of improving the attractiveness of blood centers during the COVID-19 pandemic. Accordingly, by optimizing the overall cost and the attractiveness of blood donation centers, an attractive efficient environment is provided. …”
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Zero-TCE: Zero Reference Tri-Curve Enhancement for Low-Light Images by Chengkang Yu, Guangliang Han, Mengyang Pan, Xiaotian Wu, Anping Deng

“…Subsequently, we design a multi-scale feature fusion (MFF) module that integrates the original and enhanced images at multiple scales in the HSV color space based on the brightness distribution characteristics of low-light images, yielding an optimally enhanced image that avoids overexposure and color distortion. …”
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A Theoretical and Experimental Study on Esterification of Citric Acid with the Primary Alcohols and the Hydroxyl Groups of Cellulose Chain (n = 1-2) in Parched Condition by Dang T. Nguyen, Quan T. Pham

“…Geometry and energy of reactants, products, and transition state (TS) structures were optimized at B3LYP/6-311g (d, p) level and ONIOM (B3LYP/6-311g (d, p):PM3MM) level. …”
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The Direct and Indirect Losses to Ukraine’s Economy Caused by Hostilities by Samborska Oksana Yu., Materynska Olha A.

“…The issue of choosing the optimal direction for preserving and using the labor potential of Ukraine, restoring the leading industries and sectors of the economy for the development and recovery of the economy as a whole is raised.…”
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Fusion of multi-scale attention for aerial images small-target detection model based on PARE-YOLO by Huiying Zhang, Pan Xiao, Feifan Yao, Qinghua Zhang, Yifei Gong

“…Additionally, it incorporates a lightweight detection head that is optimized for small objects, thereby significantly improving detection performance in cluttered and intricate backgrounds. …”
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