A lightweight transformer based multi task learning model with dynamic weight allocation for improved vulnerability prediction by Lan Liu, Zhanfa Hui, Guiming Chen, Tingfeng Cai, Chiyu Zhou

“…Traditional methods, such as single-task learning and ensemble approaches, often struggle with these challenges, particularly in detecting rare but critical vulnerabilities. To address this, we propose the MTLPT: Multi-Task Learning with Position Encoding and Lightweight Transformer for Vulnerability Prediction, a novel multi-task learning framework that leverages custom lightweight Transformer blocks and position encoding layers to effectively capture long-range dependencies and complex patterns in source code. …”
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A Study of Directional Patterns of Ultrasonic Parametric Array by Denis Sergeevich RAKOV, Aleksandr S. RAKOV, Andrey N. KUDRYAVTSEV, Nikolay P. KRASNENKO, Yury A. CHURSIN, Maksim A. MURIN

“…The results of selecting and functional testing of unit elements are described in this paper. …”
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Bioactives and Other Nutritional Components in the Jaggery Production Process by Nisha Pujari, Nirali Dedhia, Sanjay Mahajani, Narendra Shah, Amit Arora

“…Some unreported phenolics and flavonoids, such as isoferulic acid, prunitrin and maritimetin, which are known to have anti-inflammatory properties, were detected in selected NCS samples. In order to retain maximum mineral content in jaggery and to ensure the removal of appropriate amounts of scum, technological upgrades must be studied and the clarification step must be optimized and standardized.…”
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Gene Network Biological Validity Based on Gene-Gene Interaction Relevance by Francisco Gómez-Vela, Norberto Díaz-Díaz

“…Finally, the ability of GeneNetVal to detect biological functionality of the network is shown.…”
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IRRADIATION EFFECT ON PEROXIDATION INDEX ON OKARABASED SOYBEAN FLOUR by Ana Paula Nunes

“…SSF samples were processed at “Centro de Energia Nuclear na Agricultura (CENA)”, University of Piracicaba-SP, irradiated with doses of 1 and 3 KGy in 60Co source. The dose rate was 0.269/hs. Analyses were performed to determine the peroxide index of control samples and irradiated in triplicate in 1, 15, 30 and 45 storage days in accordance with methodology for oils and fats with modifications. …”
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Bioactive components derived from bovine milk by Katarina Lisak Jakopović, Irena Barukčić, Rajka Božanić

“…Milk is considered as a very good source of bioactive components and it has been known to contain macro- as well as micronutrients of high nutritional and therapeutic value. …”
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Comparing soil microbial diversity in smallholder plantain backyard gardens and main farms in Western and Central Africa by Manoj Kaushal, Yao Adjiguita Kolombia, Amos Emitati Alakonya, Cargele Masso

“…Beneficial genera such as Bacillus, Streptomyces, Bradyrhizobium, and Paenibacillus were also detected. Functional predictions based on COG and KEGG databases indicated notable differences in microbial functional potential between the two settings. …”
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THE SOLUTION TO THE EQUATION OF THE SHOCK WAVE BURGERS IN THE PTC MATHCAD ENVIRONMENT by R. E. Oleynikova

“…However, this error is detected through the values of the nonlinear term included in the differential equation, which is determined according to the binomial representation through the quadratic forms of the matrix of the trial function. …”
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Reconstruction of U.S. Regional-Scale Soybean SIF Based on MODIS Data and BP Neural Network by YAO Jianen, LIU Haiqiu, YANG Man, FENG Jinying, CHEN Xiu, ZHANG Peipei

“…Through the activation functions in the BP neural network, it enhanced the understanding of the complex nonlinear relationships between the original SIF data and these MODIS products. …”
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Identifying accounting control issues from online employee reviews by Lukui Huang, Alan Abrahams, Juthamon Sithipolvanichgul, Richard Gruss, Peter Ractham

“…The dataset is unique in that it provides a new source of data that has not been previously used in internal control research, offering new opportunities for exploring the relationship between employee feedback and control weaknesses, and shedding light on potential improvements in internal control practices. …”
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Terahertz photoconductive atomic force microscopy of few-layer graphene flakes by Erica Fragomeni, Fritz Berkmann, Maria Eleonora Temperini, Leonetta Baldassarre, Michele Ortolani, Valeria Giliberti, Valeria Giliberti, Tommaso Venanzi

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Voluntary (NGO) Sector’s Involvement in Health Promotion for Older Population in Europe by Michał Zabdyr-Jamróz

“…Method: The research is based on narrative literature review as well as interviews and consultations with informers (practitioners and experts) in selected European countries. Results: Voluntary/NGO sector increases its role as a complimentary or alternative source of health promotion for older people in Europe. …”
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A Swing-Assist Controller for Enhancing Knee Flexion in a Semi-Powered Transfemoral Prosthesis by David M. Marsh, Marco Puliti, Michael Goldfarb

“…The controller and parameter selection algorithm are described in the paper, and subsequently validated in walking experiments with three participants with unilateral transfemoral amputation. …”
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The Effectiveness of Conservative Management for Acute Whiplash Associated Disorder (WAD) II: A Systematic Review and Meta-Analysis of Randomised Controlled Trials. by Taweewat Wiangkham, Joan Duda, Sayeed Haque, Mohammad Madi, Alison Rushton

“…<h4>Eligibility criteria for selecting studies</h4>RCTs evaluating acute (<4 weeks) WADII, any conservative intervention, with outcome measures important to the International Classification of Function, Disability and Health.…”
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Characterization of reproductive performance, breeding objective, and trait preference of goat in Korahey Zone, Somali Region, Ethiopia by Ayana Birhanu, Wondimagegn Tadesse, Mulugeta Tadesse

“…The primary importance of goat production in the study area was milk, income source, meat, cultural function, and total savings index values of 0.4, 0.31, 0.20, 0.03, and 0.06, respectively. …”
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HFITS: An analysis tool for calculating heat flux to planar surfaces using infrared thermography by Parham Dehghani, Matthew J. DiDomizio

“…The software offers comprehensive functionalities, including support for metadata handling, a graphical interface for selection of regions of interest, the ability to import additional temperature measurements to enhance convective heat transfer estimates, and the exporting of both computed field data and contour videos. …”
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Visible Triple-Wavelength Switchable Emission Generated in Passively Q-Switched Nd:YVO₄ Self-Raman Laser by Songtao Li, Shengxi Zheng, Bowen Zheng, Yong Wei, Yongchang Zhang, Yanmin Duan, Haiyong Zhu

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Reactualizing Classical Islamic Power: Reinterpreting Al-Mawardi in Post-Reform Indonesian Democracy by Jafar Ahmad

“…Al-Mawardi, through the institution of ahl al-halli wa al-‘aqdi, provides a theoretical foundation for community representation in the leadership selection process, which functionally resembles elections in a democratic system. …”
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Native bacteria from a Mediterranean greenhouse associated to soil health and suppressiveness by Jose Ignacio Marín-Guirao, Miguel de Cara-García

“…Among the 52 ecological pathways detected via FAPROTAX database, nitrogen-related functions showed higher presence at the end of the cropping seasons. …”
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Green Recovery and Identification of Antioxidant and Enzyme Inhibitor Molecules from Pisco Grape Pomace by Targeted Effects Analysis Using Thin-Layer Chromatography, Bioassay, and... by Jacqueline Poblete, Joaquín Fernández-Martínez, Mario Aranda, Issis Quispe-Fuentes

“…The search and identification of inhibitory molecules from novel natural sources, such as pisco grape pomace extract obtained by green techniques, may help to develop agents with therapeutic potential that are beneficial to health with fewer adverse effects than drugs. …”
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