Summarizing Online Patient Conversations Using Generative Language Models: Experimental and Comparative Study by Rakhi Asokkumar Subjagouri Nair, Matthias Hartung, Philipp Heinisch, Janik Jaskolski, Cornelius Starke-Knäusel, Susana Veríssimo, David Maria Schmidt, Philipp Cimiano

“…MethodsIn our experimental and comparative study, we applied 3 different language models (Flan-T5, Generative Pretrained Transformer [GPT], GPT-3, and GPT-3.5) in combination with various prompting strategies to the task of summarizing posts from patients in online communities. …”
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FEATURES OF WRITTEN LANGUAGE COMMUNICATION BY MEANS OF THE UKRAINIAN LANGUAGE (on the example of official-business, epistolary and conversational-functional styles) by Catherine S. Bondarchuk, Olha A. Chumachenko

“…The research methodology consists of both the main methods of functional stylistics and its partial and concrete-practical methods, namely: functional, complex, semantic, comparative methods, multifaceted analysis and the method of direct observation. …”
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Multimodal sleep staging network based on obstructive sleep apnea by Jingxin Fan, Jingxin Fan, Jingxin Fan, Mingfu Zhao, Li Huang, Li Huang, Bin Tang, Bin Tang, Lurui Wang, Zhong He, Zhong He, Xiaoling Peng

“…MSDC-SSNet transforms two channels of electroencephalogram (EEG) and one channel of electrooculogram (EOG) signals into time-frequency representations to obtain feature sequences at different temporal and frequency scales. …”
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Decoding memory with explainable AI: A large-scale EEG-based machine learning study of encoding vs. retrieval by Mohammed Tawshif Hossain, Adnan Sami Sarker, Arnab Chowdhury, Rajesh Mitra, Raiyan Rahman, M.R.C. Mahdy

“…We used Discrete Wavelet Transform (DWT) on EEG signals from six critical brain regions and evaluated seven machine learning models. …”
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Considerations of Cloud Computing Contracts at the Conclusion Stage by Mohammadali Hasanian, Esmaeil Shahsavandi, Amirabbas Bozorgmehr

“…Comparative analysis of the regulations of different countries shows that different approaches have been taken in dealing with cloud computing contracts. …”
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Integrated energy low-carbon economic dispatch considering electricity-carbon price correlation and hydrogen energy storage by HUANG Yuehua, LI Chen, CHEN Chen, YANG Churui, GUO Qianting, LIN Chenjie

“…Firstly, considering the fluctuation and interaction between electricity price and carbon price, the Copula function is determined according to the Euclidean distance and the rank correlation coefficient is obtained, and the linear transformation method is used to simulate and sample the relevant electricity and carbon price data. …”
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Research on Operation Optimization of Energy Cascade Utilization Heating Based on Exergy Analysis by Jianjun HOU, Xiliang FU, Ransheng LI, Guixi LIU, Yanping SUN, Li SUN, Zhanwei LIANG

“…In order to realize the optimization of energy cascade heating unit, An analysis-based evaluation model of heating economy is established, Got the whole plant efficiency, the heating index, And power generation coal consumption and heating coal consumption based on analysis; The simulation model built based on the thermal system integration and optimization software, This paper studies the operation economy of high back pressure heating unit, high and low side steam extraction-back pressure heating, middle exhaust steam heating and middle exhaust steam extraction-back pressure heating, The results show that the best efficiency, index, power generation coal consumption and heating coal consumption index of middle exhaust steam-back compressor are better than other heating modes; Based on the analysis method, the heating coal consumption can be the economy of different energy heating modes. …”
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Measurement report: Optical and structural properties of atmospheric water-soluble organic carbon in China – insights from multi-site spectroscopic measurements by H. Chen, C. Yan, C. Yan, C. Yan, L. Huang, L. Huang, L. Du, L. Du, Y. Yue, X. Wang, Q. Chen, M. Xie, J. Liu, F. Wang, S. Fang, Q. Yang, H. Niu, M. Zheng, Y. Wu, L. Xue

“…<p>To understand the spatial variation of optical and structural properties of water-soluble brown carbon and its influencing factors in China, the light absorption, fluorescence, and Fourier transform infrared (FTIR) spectrum of water-soluble organic carbon (WSOC) in different regions of China are measured following the same analytical methods. …”
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Jackson–Vanik Amendment and Development of Soviet-American Relations in 1972-1975 by V. Yungblyud, D. Ilyin

“…Each of the parties involved regarded the Amendment differently: Soviet leaders saw it as a rude interference in the internal affairs of the USSR; Kissinger saw it as an untimely and too radical in form and methods attempt to transform the Soviet system; Jackson saw it as a good way to increase his popularity by exploiting a popular in the post-Vietnam era theme that was naturally consistent with American national values and traditions. …”
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From Cockle Shell to Bioceramic Root Canal Sealer: The Manufacturing and its Physical and Biological Properties by Chanathip Chatphatthanasiri, Thanakorn Wasanapiarnpong, Theerapat Chanamuangkon, Pavena Chivatxaranukul, Pairoj Linsuwanont

“…The chemical composition and surface morphology of fully set sealers were assessed using X-ray diffraction, Fourier-transform infrared spectroscopy, and scanning electron microscopy. …”
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Breast Tumor-Like-Masses Segmentation From Scattering Images Obtained With an Ultrahigh-Sensitivity Talbot-Lau Interferometer Using Convolutional Neural Networks by Ionut-Cristian Ciobanu, Nicoleta Safca, Elena Anghel, Dan Popescu

“…Conventional mammography methods still have some limitations in differentiating between healthy and tumorous tissue, particularly in cases with low-density differences. …”
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Serum-Based Assessment of Alopecia Areata Response to Treatment Using ATR-FTIR Spectroscopy by Charlotte Delrue, Arno Belpaire, Sigurd Delanghe, Matthijs Oyaert, Sander De Bruyne, Marijn M. Speeckaert, Reinhart Speeckaert

“…<b>Methods</b>: Serum samples from 42 patients with alopecia areata and 41 healthy donors were compared. …”
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Innovative Application of Statistical Sound Analysis for Fault Diagnosis in Variable-Speed Induction Machines by El Idrissi Abderrahman, Derouich Aziz, Mahfoud Said, El Ouanjli Najib, Chojaa Hamid, Chantoufi Ahmed

“…The recorded sound signals are then transformed in to data matrices, and a statistical analysis is conducted, calculating different variables and coefficients of high-order statistics (HOS). …”
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Research on Alternative Effect Evaluation and Policy Mechanisms of Grid-Side Functional Alternative Energy Storage by Jing HU, Bibin HUANG, Zihan MENG, Nana LI, Zhe JI

“…This paper clarifies the definition scope of grid-side functional alternative energy storage, puts forward the alternative effect evaluation method of grid-side functional alternative energy storage, and carries out the analysis and demonstration of typical cases. …”
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Applications of machine learning for modeling and advanced control of crystallization processes: Developments and perspectives by Fernando Arrais R.D. Lima, Marcellus G.F. de Moraes, Amaro G. Barreto, Jr, Argimiro R. Secchi, Martha A. Grover, Maurício B. de Souza, Jr

“…Considering modeling crystallization processes, this paper presents the advances and different uses of ML, such as neural networks, symbolic regression, and transformer algorithms. …”
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The role of microorganisms and microbial enzymes in commercial fermented mushroom production: a comprehensive review of their action mechanisms, quality attributes and health benef... by Mohamed A. Farag, Nurkhalida Kamal, Hamizah Shahirah Hamezah, Merna Saleh, Jiachao Zhang, Ahmed Mediani, Mostafa H. Baky

“…Several studies have demonstrated that bioactive compounds from mushrooms exert remarkable biological activities, however, they have low oral bioavailability, restricting their therapeutic application. Fermentation is a method of preserving and transforming raw mushrooms into high-quality, value-added products by utilizing the technology of microorganisms and enzymes. …”
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MultiSenseNet: Multi-Modal Deep Learning for Machine Failure Risk Prediction by Mostafijur Rahman, Md Sabbir Hossain, Uland Rozario, Satyabrata Roy, M. F. Mridha, Nilanjan Dey

“…This paper presents a method for predicting equipment failures using multi-modal sensor data. …”
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Experimental and Numerical Simulation Study on Residual Stress of Single-Sided Full-Penetration Welded Rib-to-Deck Joint of Orthotropic Steel Bridge Deck by Jiangning Pei, Xinzhi Wang, Songlin Qin, Guangpeng Xu, Fulin Su, Shengbao Wang, Zhonglong Li

“…In addition, the effects of different welding parameters and RTD joint geometry on the WRS are discussed. …”
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Distribution Network Differential Protection Technology Based on 5G Communication and Improved DTW by YU Yang, TANG Wei, YE Yuanbo, SHAO Qingzhu, YANG Ruijin, HUANG Yuhui

“…Simulation results show that the differential protection method of distribution network based on 5G communication and improved DTW is selective and fast,and can be reliably operated in different scenarios.…”
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A Multifeature Fusion Network for Tree Species Classification Based on Ground-Based LiDAR Data by Yaoting Liu, Yiming Chen, Zhengjun Liu, Jianchang Chen, Yuxuan Liu

“…This network leverages a novel boundary-driven point sampling method that preserves more canopy points and mitigates the effects of uneven point density. …”
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