Secure and Trustworthy Open Radio Access Network (O-RAN) Optimization: A Zero-Trust and Federated Learning Framework for 6G Networks by Mohammed El-Hajj

“…To mitigate these, we design a Zero-Trust Architecture (ZTA) enforcing continuous authentication and micro-segmentation for RIC components, coupled with an FL framework that enables collaborative ML training across operators without exposing raw network data. A differential privacy mechanism is applied to global model updates to prevent inference attacks. …”
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New Results From Galileo's First Flyby of Ganymede: Reconnection‐Driven Flows at the Low‐Latitude Magnetopause Boundary, Crossing the Cusp, and Icy Ionospheric Escape by Glyn Collinson, William R. Paterson, Christopher Bard, John Dorelli, Alex Glocer, Menelaos Sarantos, Rob Wilson

“…Resurrecting the original Galileo Plasma Subsystem (PLS) data analysis software, we processed the raw PLS data from G01 and for the first time present the properties of plasmas encountered. …”
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Causal associations between dietary habits and liver cancer risk: a two-sample Mendelian randomization study by Wen-Hao Hu, Jia-An Sun, Chang Liu

“…Aim This research focuses primarily on exploring and confirming whether there is a causal connection between dietary choices and the risk of liver cancer. Methods Exposure data, encompassing various dietary habits such as the consumption of dried and fresh fruits, both cooked and raw vegetables, types of fish (oily and nonoily), and beverages such as tea and coffee, as well as different meats (poultry, beef, pork, and processed), were obtained from the UK Biobank. …”
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The adsorption of direct red 23 as a toxic pollutant in aqueous solution by using surface modified metal-organic framework containing tricarboxylic acid benzene ligand by Shayan Amirahmadi, Omid Moradi, Samira Arab-Salmanabadi

“…The results of dye adsorption were matched with different isotherms and removal process followed the Langmuir isotherm. The experimental data exhibited a good fit with the Langmuir isotherm model (R2 = 0.9637), with the maximum adsorption capacity (Q0) of the calculated as 89.2857 and 2500 mg/g for DR-23 removal by C-BTC and C-BTC-NH2, respectively. …”
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Fault Detection for Power Batteries Using a Generative Adversarial Network with a Convolutional Long Short-Term Memory (GAN-CNN-LSTM) Hybrid Model by Shaofan Liu, Tianbao Xie, Yanxin Li, Siyu Liu

“…Then, the CNN-LSTM module directly processes raw multivariate time-series data, combining the capability of CNN in extracting local spatial patterns with the LSTM strength in modeling temporal dependencies, enabling accurate identification of battery faults. …”
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Enhanced Computational Efficiency and Accuracy of Discrete-Time PID-DPWM Equation by Eungnam Kim, Jin-Young Choi

“…Classic PID-DPWM equations have been studied with the perspective that the raw-data measured input, and the integer-value duty value are integers. …”
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Secure internet of medical things based electronic health records scheme in trust decentralized loop federated learning consensus blockchain by Megha Kuliha, Sunita Verma

“…This research work offers a solution involving resource management within the Internet of Medical Things (IoMT) using a newly proposed trust decentralized loop federated learning consensus blockchain. The obtained raw data is pre-processed by using handling missing values and adaptive min-max normalization. …”
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Leveraging deep learning and graph analysis for enhanced course recommendations in online education by Xinxin Chen, Xiaojing Wang, Ying Wang, Dan Liu, Wei Zhang

“…This research, suggests new hybrid model based on Convolutional Neural Networks (CNNs) with graph analysis to improve online course recommendations by delivering more tailored suggestions to students. Our suggested process starts with extracting raw student and course data from a database which is preprocessed for training a CNN model. …”
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Changes in the toxicological characteristics of biochars from chicken manure dependent on their chemical modification by P.A. Kuryntseva, I.B. Vybornova, P.Yu. Galitskaya, S.Yu. Selivanovskaya

“…Data on changes in the chemical composition and toxicological characteristics of the biochars modified by nitrogen doping with urea ((NH2)2CO), potassium, and phosphorus using potassium dihydroorthophosphate (KH2PO4) have been presented. …”
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Fatigue trajectories by wearable remote monitoring of breast cancer patients during radiotherapy by Angela Barillaro, Chiara Feoli, Adriano Tramontano, Marco Comerci, Mara Caroprese, Renato Cuocolo, Oscar Tamburis, Mario Petrazzuoli, Maria Anna D’Arienzo, Antonio Farella, Caterina Oliviero, Stefania Clemente, Laura Cella, Mario Magliulo, Manuel Conson, Roberto Pacelli

“…For each patient, a distinct distribution of RAWs was identifiable over RT and across the entire patient cohort, with a total of 7950 RAWs processed. …”
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Community Participation in Development of Batik Villages through The Walet Sakti Kebumen Association by Abdul Mufid, Helina Himmatul Ulya

“…This study uses a type of qualitative research with data collection techniques in the form of observation, interviews, and documentation. …”
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Impact of Small-Scale Businesses on Provision of Employment to Informal Labor Force in Kabale Municipality. by Uwibanze, Frank

“…The study drew inferences from management (top, middle, and low levels), as well as other staff. Data analysis is the science of examining raw data with the purpose of drawing conclusions about that information. …”
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Avaliação da qualidade nutricional de composto orgânico produzido com resíduos de fumo Evaluation of the nutritional quality of organic compost produced with tobacco residues by Dário C. Primo, Francisco de S. Fadigas, José C. R. Carvalho, Carlos D. S. Schmidt, Antonio C. S. Borges Filho

“…The data obtained showed high concentrations of potassium (K), nitrogen (N), chloride (Cl) and iron (Fe) in the final compost compared to the other micro and macro nutrients. …”
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Proteome Alterations in Osteoarthritic Knee Cartilage: Comparative Analysis of Macroscopically Involved and Uninvolved Regions by Soundarrajan Dhanasekaran, Divya Arunachalam, Sharon M Nayagam, Chitra Thangavel, Shanmuganathan Rajasekaran

“…Extracted peptides were analyzed <i>via</i> tandem mass spectrometry (ESI-LC-MS/MS), and the raw (.raw files) data obtained was analyzed using Proteome Discoverer v 2.5 with Sequest and Mascot databases for protein identification. …”
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Content of proline and heavy metals in beekeeping prod ucts of different agro-ecological conditions of Ukraine by M. M. Broshkov, O. O. Bezaltychna, A. P. Kytaeva, V. M. Yasko

“…Bees yield valuable dietary products, such as honey, and provide raw materials for the food industry, such as beeswax. …”
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Technology of manufacture of firearms in the Teutonic Order’s state in Prussia – gun barrels and metal projectiles by Grzegorz Żabiński

“…In some cases it was possible to tentatively assess (based on data concerning raw materials) the chemical composition of copper alloy gun barrels cast by the Order. …”
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Transcription Analysis of the Myometrium of Labouring and Non-Labouring Women. by Gemma C Sharp, James L Hutchinson, Nanette Hibbert, Tom C Freeman, Philippa T K Saunders, Jane E Norman

“…We validated these findings through the first formal meta-analysis of raw data from previous experiments and we hypothesise that this represents a change in the composition of myometrial tissue at labour. …”
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Quantitative release assessment for beta-lactamase-producing Escherichia coli of dairy origin into vegetables by Kohei Makita, Dongsheng Zhang, Ayaka Okamura, Akira Fukuda, Natsumi Tokunaga, Tetsuo Asai, Yoko Shimazaki, Masaru Usui

“…Data on bla-harboring E. coli in cattle were obtained from the Japan Veterinary Antimicrobial Resistance Monitoring System. …”
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Measurement challenge: protocol for international case–control comparison of mammographic measures that predict breast cancer risk by Jennifer Stone, John Shepherd, Giske Ursin, John L Hopper, Chao Wang, Evenda Dench, Daniela Bond-Smith, Ellie Darcey, Grant Lee, Ye K Aung, Ariane Chan, Jack Cuzick, Ze Y Ding, Chris F Evans, Jennifer Harvey, Ralph Highnam, Meng-Kang Hsieh, Despina Kontos, Shuai Li, Shivaani Mariapun, Carolyn Nickson, Tuong L Nguyen, Said Pertuz, Pietro Procopio, Nadia Rajaram, Kathy Repich, Maxine Tan, Soo-Hwang Teo, Nhut Ho Trinh, Isabel dos-Santos-Silva, Valerie McCormack, Mads Nielsen

“…The measurement challenge resource provides a standardised dataset of mammographic images and core data that enables investigators to directly compare methods of measuring mammographic density or other mammographic features in case/control sets of both raw and processed images, for the purposes of the comparing their predictions of breast cancer risk.Ethics and dissemination Challengers and contributors are required to enter a Research Collaboration Agreement with the University of Melbourne prior to participation in the measurement challenge. …”
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Transient Stability Assessment Model With Sample Selection Method Based on Spatial Distribution by Yongbin Li, Yiting Wang, Jian Li, Huanbei Zhao, Huaiyuan Wang, Litao Hu

“…With the phasor measurement units (PMUs) being widely utilized in power systems, a large amount of data can be stored. If transient stability assessment (TSA) method based on the deep learning model is trained by this dataset, it requires high computation cost. …”
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