Comparison of regression methods for modeling intensive care length of stay. by Ilona W M Verburg, Nicolette F de Keizer, Evert de Jonge, Niels Peek

“…ICU Length of Stay (LoS) could be seen as an indicator for efficiency of care. However, little consensus exists on which prognostic method should be used to adjust ICU LoS for case-mix factors. …”
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MetaStackD A robust meta learning based deep ensemble model for prediction of sensors battery life in IoE environment by D. Gayathri, S. P. Shantharajah

“…The battery life of the sensors limits their efficiency in operation. The mechanism for analyzing the Remaining Battery Life (RBL) plays a major role in optimizing the network performance, thereby ensuring the reliability and availability of data throughout. …”
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Dynamic Classification: Leveraging Self-Supervised Classification to Enhance Prediction Performance by Ziyuan Zhong, Junyang Zhou

“…Although the algorithm still has room for improvement in automatic parameter tuning and efficiency, it demonstrates outstanding performance across multiple datasets. …”
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A Complete Circuit Model for Terahertz Spoof Surface Plasmon Polariton Waveguides for Ultrafast and Accurate Synthesis of Terahertz Integrated Circuits by Muhammed Abdullah Unutmaz, Korkut Kaan Tokgoz, Mehmet Unlu

“…Operation in the terahertz band requires ultra-high efficiency for all the building blocks in ICs; however, the conventional passive components prevent achieving desired output power levels. …”
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How does the digital economy impact green manufacturing: A new perspective from the construction of a unified large market in China by Chenchen Wang, Yaobin Liu, Xuewen Liu, Haibo Xia

“…Results indicate that DEC significantly enhances GTUM. Relative to the efficiency aspects of GTUM, the impact of DEC is more pronounced on energy consumption and environmental protection. …”
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Novel Amperometric Sensor Based on Glassy Graphene for Flow Injection Analysis by Ramtin Eghbal Shabgahi, Alexander Minkow, Michael Wild, Dietmar Kissinger, Alberto Pasquarelli

“…FIA with amperometric detection showed a linear electrochemical response to adrenaline in the 3–300 µM range, achieving a low detection limit of 1.05 µM and a high sensitivity of 1.02 µA cm⁻²/µM. …”
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Guiding the Unseen: A Systems Model of Prompt-Driven Agency Dynamics in Generative AI-Enabled VR Serious Game Design by Chenhan Jiang, Shengyu Huang, Tao Shen

“…This approach balances creativity with procedural efficiency and offers a reusable blueprint for integrating prompt-driven agency modelling into GenAI design workflows.…”
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Circular shifts: insights into kazakhstan’s circular business ecosystem by Nurlyaiym Zhaksybayeva, Aisara. Serikkyzy, Asem. Baktymbet, Shumaila Yousafzai

“…The circular economy, with principles of reduce, reuse, recycle, and recover, offers a transformative alternative to the linear ‘take-make-waste’ model by promoting resource efficiency and waste minimization. …”
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Intrusion Detection Using Machine Learning for Risk Mitigation in IoT-Enabled Smart Irrigation in Smart Farming by Abhishek Raghuvanshi, Umesh Kumar Singh, Guna Sekhar Sajja, Harikumar Pallathadka, Evans Asenso, Mustafa Kamal, Abha Singh, Khongdet Phasinam

“…Then, machine learning algorithms such as support vector machine, linear regression, and random forest are used to classify preprocessed data set. …”
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On Combining Different Acceleration Techniques at the Iterative Solution of PDEs by the Method of Collocations and Least Residuals by Vasily P. Shapeev, Evgenii V. Vorozhtsov

“…It is proposed to find the optimal values of its parameters by the numerical solution of a computationally inexpensive problem of minimizing the condition number of the system of linear algebraic equations. The problem is solved by the CLR method and it is modified by the preconditioner. …”
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Forecasting formation density from well logging data based on machine learning model by Xiankang Cheng, Haoyu Zhang, Haoyu Zhang

“…This study provides a reliable and fast approach for predicting formation density while minimizing exploration cost and improving exploration efficiency for oil and gas.…”
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ADMINISTRATION AND MARKETING OF ANTI-CRISIS MANAGEMENT AT THE DAIRY PLANT AS A STRATEGIC OBJECT DURING THE WARTIME by Natalia Koval, Oksana Kubai, Natalia Germaniuk

“…The constructed model of paired linear regression confirmed the positive relationship between production volume and net profit, thereby indicating the efficiency of business scaling. …”
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Hybrid boosted attention-based LightGBM framework for enhanced credit risk assessment in digital finance by Chengwei Ying, Anlu Shi, Xiongyi Li

“…The model’s superior performance is attributed to its ability to adaptively refine borrower risk assessment, effectively balance computational efficiency with model interpretability, and provide a robust, scalable solution for digital finance applications. …”
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Effect of Anode-to-Cathode Distance on Corrosion Rate and Cathodic Protection of Submerged Low Carbon Steel in Riverine and Marine Environments by Omar Akram Ahmed, Muthana Mahmood Kassim, Nabaa Hussan Abdul Razaq, Mohammed Najy Mohammed

“…Correspondingly, the corrosion rate was minimized, demonstrating a strong inverse relationship between protection efficiency and anode distance. The zinc anode alloy used was also confirmed to meet ASTM B-418 standards for sacrificial anodes. …”
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Ecotypic differences in drought‐coping ability in an endemic California oak by Sushmita Poudel, Erika S. Zavaleta, Blair C. McLaughlin

“…We measured physiological and morphological traits, including average leaf area, specific leaf area (SLA), leaf margin morphology, C:N, and carbon isotope discrimination (δ13C, a proxy for water use efficiency). We used generalized linear mixed models to understand the relationship between seedling performance and traits, and the mean annual precipitation (MAP) of the seedling source site. …”
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Estimating Fusarium head blight severity in winter wheat using deep learning and a spectral index by Riley McConachie, Connor Belot, Mitra Serajazari, Helen Booker, John Sulik

“…These methods may provide rapid estimation of FHB severity to improve selection efficiency for resistance or estimate disease pressure for effective management.…”
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Abbreviated protocol for ultrasound duplex scanning of the carotid arteries in the evaluation of preclinical atherosclerosis in order to clarify cardiovascular risk by T. V. Balakhonova, O. A. Pogorelova, M. I. Tripoten, A. I. Ershova, M. V. Koshurnikova, А. N. Rogoza

“…The work showed a decrease in DS time when conducting a abbreviated protocol 2 by 32,1% or 1,5 times, a shortened protocol 1 — by 72,1% or approximately 3,5 times compared with the standard DS protocol, while the efficiency of atheroma detecting has not decreased. …”
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A carbon aware ant colony system for the sustainable generalized traveling salesman problem by Marina Lin, Laura P. Schaposnik

“…We mathematically formulated the sustainable GTSP and developed an innovative approach that leverages the natural efficiency of ant colony pheromone trails to optimize routes, balancing both environmental and economic objectives. …”
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THE INTERPLAY BETWEEN GLOBAL CONSULTING SERVICES AND ECONOMIC GROWTH by Volodymyr V. Tokar

“…The perspectives of further investigations embrace the analysis of efficiency of consulting services in key segments of the global market, namely strategy, operations, human resources, financial advisory, and technology…”
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Control system for noise-resistant electronic speed controller of a brushless electric motor for an unmanned aerial vehicle by M. V. Parinov, A. N. Yurov, Ya. V. Skitskiy

“…The high demand for unmanned aircraft and their efficiency makes the production of their components a matter of relevance. …”
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