Development and evaluation of large-language models (LLMs) for oncology: A scoping review. by Namya Mehan, Teshan Dias Desinghe, Ashirbani Saha

“…Our scoping review explores applications of LLMs in oncology to determine (1) the nature of LLM applications relevant to a cancer/tumor type, (2) the phases of cancer care addressed by the LLMs, (3) which LLMs were used in these applications, (4) the sources and pre-processing of datasets used, (5) the techniques used to optimize the performance of LLMs, (6) the methods of evaluation, and (7) the common limitations noted by the authors of these LLM applications and to study their implications in research and practice. …”
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Intelligent Energy Management in an Isolated DC Microgrid using Fuzzy Logic by Youssfi Abdelaziz, El Kadi Youssef Ait

“…An intelligent management system based on fuzzy logic is proposed in this work to optimize energy management in a DC microgrid. The main objective is to guarantee the continuous supply of a DC load, to favor the use of energy produced by renewable sources, and to optimize the operation of the storage unit. …”
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Remaining Available Energy Prediction for Energy Storage Batteries Based on Interpretable Generalized Additive Neural Network by Ji Qi, Pengrui Li, Yifan Dong, Zhicheng Fu, Zhanguo Wang, Yong Yi, Jie Tian

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From laboratory to field: cross-domain few-shot learning for crop disease identification in the field by Sen Yang, Quan Feng, Jianhua Zhang, Wanxia Yang, Wenwei Zhou, Wenbo Yan

“…Furthermore, extensive evaluation on a multi-domain datasets demonstrated that multi-domain learning exhibits stronger domain transferability compared to single-domain learning when there is a large domain gap between the source and target domain. These comparative results suggest that optimizing the CD-FSL method from a data perspective is highly effective for solving disease identification tasks in field environments. …”
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Coordinate control of multi-infeed VSC-HVDC for enhancing power system reliability by Kwanghyun Kim, Yoongun Jung, Minhyeok Chang, Junsang Cha, Seokjun Kang, Hyunkeun Ku, Gumin Kwon, Minhan Yoon, Gilsoo Jang

“…The proposed method analyzes the impact of VSC-HVDC active and reactive power control on line loading and bus voltage variations to define the HVDC control area. …”
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Transverse strength of railway tracks: part 2. Test system for ballast resistance in line measurement by Antonio De Iorio, Marzio Grasso, Francesco Penta, Giovanni Pio Pucillo, Vincenzo Rosiello

“…In the present paper, testing methods currently adopted to measure the in service ballast resistance are synthetically reviewed to identify the main sources of uncertainty influencing the test loads and to define an experimental methodology allowing the optimal control of the testing parameters without the introduction of spurious or parasitic actions on the track sample. …”
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Results of the Italian cross-sectional web-based survey “Nutrition and breast cancer, what would you like to know?” An attempt to collect and respond to patients’ information needs... by Greta Caprara, Eleonora Pagan, Lucilla Titta, Maria Tieri, Giada Magionesi, Silvia Gallosti, Vincenzo Bagnardi, Ketti Mazzocco, Ketti Mazzocco, Manuelita Mazza

“…To avoid BC survivors to get wrong information from unreliable sources, healthcare providers need to be aware of patients’ needs, to guide them toward optimal nutrition recommendations, aimed at preventing tumor recurrence and increasing survival rates.Material and methodsThe cross-sectional web-based survey “Nutrition and breast cancer, what would you like to know?” …”
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Research on innovative development path of oil and gas pipeline networks to facilitate the construction of new energy systems by Zhen WANG, Yinghao KONG

“…Ultimately, this enhancement is aimed at enabling the coordination and mutual advancement of various energy sources within a unified energy supply system. Methods By delving into China's current status concerning the construction and operation of oil and gas pipeline networks, alongside examining the typical features and developmental patterns of new energy systems, this paper sheds light on the functional orientation of oil and gas pipeline networks within new energy systems. …”
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Characterization of strike-slip fault zones by gradient-driven signed pressure force model in the Northeast Sichuan Basin by Siyao Li, Siyao Li, Xuri Huang, Xuri Huang, Shuhang Tang, Shuhang Tang, Guanghui Wu, Liang Feng, Mengcheng Li, Mengcheng Li

“…To address these challenges, this paper proposes a novel fault characterization approach using the Gradient-Driven Signed Pressure Force (G-SPF) Active Contour Model (ACM), an image-processing-based boundary identification technique. The method begins by selecting tensor and symmetry as the primary optimization attributes. …”
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Research on the Production Process of 99Mo Based on Low Enriched Uranium Fuel in Medical Isotope Test Reactor by Haijun WANG, Zhizhong SUN, Zisheng GENG, Keyu LUO, Yu DENG, Yunming CHEN, Ning LUO, Jinsong ZHANG

“…The research primarily focused on the development and optimization of a novel method involving a combination of spherical alumina columns，an α-benzoin oxime column，and an activated carbon column. …”
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Detection and Identification of Degradation Root Causes in a Photovoltaic Cell Based on Physical Modeling and Deep Learning by Mohand Djeziri, Ndricim Ferko, Marc Bendahan, Hiba Al Sheikh, Nazih Moubayed

“…Photovoltaic (PV) systems are key renewable energy sources due to their ease of implementation, scalability, and global solar availability. …”
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Monitoring Livestock Health by Modeling Rumination Behavior According to Accelerometer-Based Information by E. Vahedi Tekmehdash, H. Navid, H. Ghasemzadeh, H. Karimi, M. Javani Holan

“…These products, serving as vital sources of animal protein, hold a significant position in household diets. …”
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Integrated Bidding and Battery Scheduling in a Microgrid for Sealed-Bid Double Auction Power Trading With Peer Microgrids Under Uncertainty and Its Blockchain-Based Implementation by Zubin J. B., Sunitha R., Gopakumar Pathirikkat

“…In parallel, battery operations are optimized using a hybrid method that combines Genetic Algorithm (GA) and Simulated Annealing (SA), explicitly incorporating the bid buffer capacity to align scheduling with market commitments. …”
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Digital Low-Altitude Airspace Unmanned Aerial Vehicle Path Planning and Operational Capacity Assessment in Urban Risk Environments by Ouge Feng, Honghai Zhang, Weibin Tang, Fei Wang, Dikun Feng, Gang Zhong

“…A path planning method considering the optimization of the turning points of parallelograms was proposed, and the Parallel-A* algorithm was adopted for its solution. …”
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Development of intelligent controller for high performance electric drives with hybrid CSA and RERNN technique by J. Prabhakaran, P. Thirumoorthi, M. Mathankumar, S. P. Mangaiyarkarasi

“…According to MATLAB/Simulink, the proposed method demonstrates superior performance compared to existing techniques, such as Singular Spectrum Analysis (SSA), Artificial Neural Network (ANN), and Bee Colony Optimization (BCO). …”
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Joint power allocation and subcarrier assignment for device to device in 5G time division duplex networks by Pan Zhao, Lei Feng, Peng Yu, Wenjing Li, Xuesong Qiu

“…It is solved by geometric programming technique in convex optimization method. The latter is derived as a one-to-many matching problem for scheduling multiple subcarriers occupied by cellulars to device-to-device pairs. …”
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Thoracoabdominal stab wounds: modern surgical tactics by B. N. Kotiv, I. M. Samokhvalov, V. Ju. Markevich, I. I. Dzidzava, O. V. Barinov, V. V. Suvorov, A. V. Goncharov, K. V. Petukhov

“…The objective was to determine the optimal therapeutic and diagnostic algorithm for thoracoabdominal injury.Material and methods. …”
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Polymer Sorting Through Fluorescence Spectra by C. M. Penso, Elisabete M. S. Castanheira, Maria C. Paiva, L. M. Gonçalves

“…The primary goal of the proposed method is to select optimal wavelengths that can lead to the accurate identification of six polymers: polyamide 6 (PA6), polymethyl methacrylate (PMMA), polypropylene (PP), polystyrene (PS), high-density polyethylene (HDPE), and polyethylene terephthalate (PET). …”
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Effect of electrophysical treatments on the storage life of potatoes and other vegetable crops by A. S. Dorokhov, A. V. Sibirev, A. G. Ponomarev, S. N. Petukhov

“…It also assesses the technological parameters in both laboratory and production settings to ensure a reduction in contamination. (Materials and methods) To determine the optimal technological parameters of a machine for processing vegetable crops and potatoes before storage in the post-harvest processing system, an experimental installation was created and the electrophysical effects on storage quality indicators were examined. …”
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Leveraging machine learning techniques to analyze nutritional content in processed foods by K. A. Muthukumar, Soumya Gupta, Doli Saikia

“…This research integrates machine learning with food science to develop a comprehensive AI framework for forecasting the protein content of various plant-based sources following both traditional and non-conventional processing methods. …”
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