MULTI-MODEL STACK ENSEMBLE DEEP LEARNING APPROACH FOR MULTI-DISEASE PREDICTION IN HEALTHCARE APPLICATION by Bhaskar Adepu, T. Archana

“…These datasets serve two functions: improving illness prediction and examining large data reservoirs to identify previously unknown disease patterns. …”
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Identification of a PANoptosis-related gene signature reveals therapeutic potential of SFRP2 in pulmonary arterial hypertension by Li Li, Mukamengjiang Juaiti

“…Feature genes were identified through weighted gene co-expression network analysis (WGCNA), least absolute shrinkage and selection operator (LASSO), and random forest (RF) algorithms, with validation performed on external datasets. …”
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The Role of Social Media in Promoting Volunteer Initiatives and Shaping Communities by Iefimova Ganna V., Pashchenko Kseniia O.

“…The methodological basis of the research is an interdisciplinary approach that combines content analysis of social platforms, study of successful volunteer initiatives, and analysis of literary sources. An analysis of the functions of various social media in the context of informing, engaging the audience, and building trust has been carried out. …”
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Prospects for the Integration of Google Trends Data and Official statistics to Assess social Comfort and Predict the Financial situation of the Population by M. V. Shakleinaa, M. I. Volkova, K. I. Shaklein, S. R. Yakiro

“…Google Trends data analysis methods are based on the development of an integrated approach to the semantic search for information about the components of social comfort, which reduces the share of author’s subjectivity; methodology of primary processing, considering the principles of comparability, homogeneity, consistency, relevance, description of functions and models necessary for the selection and adjustment of search queries. …”
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Advances in the Application of Anthocyanin-based Smart Packaging Films for Food Preservation by Ying SUN, Peizhao LI, Shen LIU, Xing GUO, Binglin LU, Lianzhou JIANG, Shuping LIU

“…First, the chemical properties of anthocyanins are discussed to explain the principle of color change, then the source differences of anthocyanin, extraction methods, and the selection of film forming matrix of anthocyanin intelligent packaging film are discussed, and the construction of anthocyanin intelligent packaging film is sorted out. …”
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On-Chip Beam Splitting Strategies Based on SWG Assisted Directional Coupler for 850 nm Optical Coherence Tomography - A Numerical Study by Yue Dong, Jinye Yang, Yin Xu, Bo Zhang, Yi Ni

“…The bandwidth of the SWG assisted DC is maximized to 110 nm by selecting appropriate SWG geometries including its duty cycle and period. …”
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Multi-wavelength optical information processing with deep reinforcement learning by Qiuquan Yan, Hao Ouyang, Zilong Tao, Meili Shen, Shiyin Du, Jun Zhang, Hengzhu Liu, Hao Hao, Tian Jiang

“…In systems based on dispersion compensating fiber, micro-ring resonator array, and Mach-Zehnder interferometer array that use multi-wavelength optical carriers as the light source, the DRC method enables the completion of the corresponding signal processing functions within 21 iterations. …”
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ClimKern v1.2: a new Python package and kernel repository for calculating radiative feedbacks by T. P. Janoski, T. P. Janoski, T. P. Janoski, T. P. Janoski, T. P. Janoski, I. Mitevski, R. J. Kramer, M. Previdi, L. M. Polvani, L. M. Polvani, L. M. Polvani

“…<p>Climate feedbacks are a significant source of uncertainty in future climate projections and need to be quantified accurately and robustly. …”
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Analisis Kemampuan Literasi Informasi antara Anggota Ikatan Pustakawan Pelajar dan Non Anggota Pada Siswa SMAN 5 Malang Berdasarkan Model Empowering Eight by Marshanda Anta Azzarah, Adi Prasetyawan

“…Data Analysis. The primary data source is the main sample of the research obtained from the questionnaire. …”
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Reinforcement Learning for Routing in Cognitive Radio Ad Hoc Networks by Hasan A. A. Al-Rawi, Kok-Lim Alvin Yau, Hafizal Mohamad, Nordin Ramli, Wahidah Hashim

“…Routing enables a source node to search for a least-cost route to its destination node. …”
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Identification and assessment of threats to the financial security system of the state in the field of customs control by O.M. Petruk, Yu.S. Kostishin

“…The purpose of this article is to identify and assess threats to the financial security of the state in the customs sphere, the source of which is the inefficient functioning of the customs control mechanism. …”
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Rewiring the seizing brain: stem cell grafts as neuromodulatory architects in epilepsy therapy by Zijie Wang, Yanan Ma, Xiqi Hu, Ying Xia

“…First, technical details such as the cell source, processing, method of transplantation, and timing have yet to be standardized, leading to potential variability in efficacy and safety across different stem cell types. …”
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Efficient Use of Variation in Evolutionary Optimization by John W. Pepper

“…Commonly used selection algorithms contain several sources of inefficiency, some of which are easily avoided and others of which are not. …”
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PROSPECTS OF INNOVATIVE ACTIVITY IN THE INDUSTRY FOR THE PERIOD TILL 2020 by M. Motova

“…On the basis of the analysis of the current trends and the prognosis of the indicators describing the innovation domain as well the author makes deductions on the perspectives of the innovation development.The research results may be used by federal authorities and business community for the purpose of accepting the management decisions promoting a selection of the directions of the innovation development.…”
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Exact SER Analysis of Partial-CSI-Based SWIPT OAF Relaying over Rayleigh Fading Channels and Insights from a Generalized Non-SWIPT OAF Approximation by Kyunbyoung Ko, Seokil Song

“…We derive exact and asymptotic symbol error rate (SER) expressions using moment-generating function (MGF) methods, providing analytical insights into how the power splitting ratio <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mi>ρ</mi></semantics></math></inline-formula> and the quality of source–relay (SR) and relay–destination (RD) links jointly affect system behavior. …”
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Comparing statistical learning methods for complex trait prediction from gene expression. by Noah Klimkowski Arango, Fabio Morgante

“…The methods considered differ in assumptions about the distribution of gene effects-ranging from models that assume that every gene affects the trait to more sparse models-and their ability to capture gene-gene interactions. We also used functional annotation (i.e., Gene Ontology (GO)) as a source of biological information to inform prediction models. …”
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Per-Hop Reversed Packet Auctions for Cooperative Routing in Mobile Wireless Networks by Lucas S. Brito, Marcelo M. Carvalho

“…Previous works on the subject have either tackled cooperation in the relay of messages alone or in both routing and relay functionalities. In the latter case, path selection is usually carried out at the destination node, which renders significant delays because the selected path needs to be conveyed all the way back to the source node before any data packet can be transmitted. …”
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EXPLORING AUTOMATED SUMMARIZATION: FROM EXTRACTION TO ABSTRACTION by Svetlana G. Sorokina

“…The study draws on a selection of scientific publications across various disciplines, testing the functionality and output quality of automated summarization tools such as Summate.it, WordTune, SciSummary, Scholarcy, and OpenAI ChatGPT-4. …”
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Investigation of the Impact of Light Colour on Surface Colour Perception: A Case Study on Red Surfaces by Havva Gül Sümer, Leyla Dokuzer Öztürk

“…These results offer valuable insights for the selection of suitable light sources not only for art exhibition spaces but also for other environments featuring colourful objects. …”
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The Value Semantics in “Intelligent Travel” Discourse by O. V. Ramantova

“…National Geographic was used as the main source of material. For the selection of travel texts, the continuously sampling method was used. …”
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