CONTENT OF MODERN EDUCATION: CHOICE OF THE PATH by V. A. Testov

“…This highly sensitive and complex educational system requires «careful handling». …”
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Computational Investigation of Long Free-Span Submarine Pipelines with Buoyancy Modules Using an Automated Python–Abaqus Framework by Ty Phuor, Pavel A. Trapper, Alon Urlainis, Avshalom Ganz

“…This paper introduces an efficient and automated computational framework integrating Python scripting with Abaqus finite element analysis (FEA) to investigate the structural behavior of long free-spanning submarine pipelines equipped with buoyancy modules. …”
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Building floorspace and stock measurement: A review of global efforts, knowledge gaps, and research priorities by Minda Ma, Shufan Zhang, Junhong Liu, Ran Yan, Weiguang Cai, Nan Zhou, Jinyue Yan

“…Despite a substantial body of research—evidenced by our analysis of 2,628 peer-reviewed papers—global building floorspace data remain fragmented, inconsistent, and methodologically diverse. …”
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Clinical and cost-effectiveness of paramedics working in general practice: a mixed-methods realist evaluation by Matthew Booker, Sarah Voss, Nicky Harris, William Hollingworth, Nouf Jeynes, Hazel Taylor, Kirsty Garfield, Helen Baxter, Jonathan Benger, Andy Gibson, Trudy Goodenough, Justin Jagosh, Kim Kirby, Cathy Liddiard, Alyesha Proctor, Sarah Purdy, Behnaz Schofield, Hannah Stott, Grace Scrimgeour, Nicola Walsh

“…Due to the range of PGP models, it was more complex to discretely categorise these for analysis than envisaged. …”
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High-coverage allele-resolved single-cell DNA methylation profiling reveals cell lineage, X-inactivation state, and replication dynamics by Nathan J. Spix, Walid Abi Habib, Zhouwei Zhang, Emily Eugster, Hsiao-yun Milliron, David Sokol, KwangHo Lee, Paula A. Nolte, Jamie L. Endicott, Kelly F. Krzyzanowski, Toshinori Hinoue, Jacob Morrison, Benjamin K. Johnson, Wanding Zhou, Hui Shen, Peter W. Laird

“…These analyses unlock further avenues for exploring DNA methylation regulation and dynamics and illustrate the power of high-complexity, highly efficient scWGBS library construction as facilitated by scDEEP-mC.…”
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Predicting the strengths of basalt fiber reinforced concrete mixed with fly ash using AML and Hoffman and Gardener techniques by Kennedy C. Onyelowe, Viroon Kamchoom, Shadi Hanandeh, Ahmed M. Ebid, José Luis Llamuca Llamuca, Juan Carlos Cayán Martínez, Evlin Rose, Paul Awoyera, Siva Avudaiappan

“…SVR also performs admirably, whereas GEP and GMDHNN exhibit weaker predictive capabilities due to limitations in handling complex data dynamics. For the sensitivity analysis, the Hoffman and Gardener’s method of sensitivity analysis proves instrumental in identifying key drivers of strength in fiber-reinforced concrete, guiding informed decision-making for material optimization and sustainable construction practices.…”
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Multi-Stage Simulation of Residents’ Disaster Risk Perception and Decision-Making Behavior: An Exploratory Study on Large Language Model-Driven Social–Cognitive Agent Framework by Xinjie Zhao, Hao Wang, Chengxiao Dai, Jiacheng Tang, Kaixin Deng, Zhihua Zhong, Fanying Kong, Shiyun Wang, So Morikawa

“…The escalating frequency and complexity of natural disasters highlight the urgent need for deeper insights into how individuals and communities perceive and respond to risk information. …”
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Unveiling the resilience of the water-energy-food nexus: A context-specific framework and evolutionary insights for the Yellow River Basin by Guiliang TIAN, Jiawen LI, Zheng WU, Qiuya Zhao, Qing Xia, Jinyi Zhang, Xingchao Niu

“…In the face of climate change, resource competition, and socioeconomic uncertainties, it is urgent to establish a theoretical framework for Water-Energy-Food nexus resilience (WEFNR) that is better adapted to regional characteristics and to conduct further analysis based on this foundation. Current research lacks adequate handling of complexity and context-specific adaptability. …”
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Enhancing grid connected wind energy conversion systems through fuzzy logic control optimization with PSO and GA techniques by Abdelhalim Borni, Noureddine Bessous, Layachi Zaghba, Abdelhak Bouchakour, Melkamu Sisay Agmas, Enas Ali, Sherif S. M. Ghoneim, Ayman Hoballah

“…PSO is often preferred for its quicker convergence, higher tracking accuracy, and lower computational complexity, resulting in more efficient and stable performance in wind energy conversion systems. …”
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D-optimal candexch algorithm-enhanced machine learning UV-spectrophotometry for five-analyte determination in novel anti-glaucoma formulations and ocular fluids: four-color sustain... by Omkulthom Al kamaly, Lateefa A. Al-Khateeb, Michael K. Halim, Noha S. katamesh, Galal Magdy, Ahmed Emad F. Abbas

“…The optimized MCR-ALS model outperforms in predictive ability, with recovery percentages of 98–102%, low root mean square errors of calibration and prediction, favorable bias-corrected mean square error of prediction, relative root mean square error within acceptable limits, and adequate limits of detection for pharmaceutical analysis. …”
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Impact of Artificial Intelligence–Generated Content Labels On Perceived Accuracy, Message Credibility, and Sharing Intentions for Misinformation: Web-Based, Randomized, Controlled... by Fan Li, Ya Yang

“… BackgroundThe proliferation of generative artificial intelligence (AI), such as ChatGPT, has added complexity and richness to the virtual environment by increasing the presence of AI-generated content (AIGC). …”
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Application of andragogico-acmeological approach in preparation of teachers for using informatization by E. G. Skibitskiy, T. A. Astashova

“…The application of the andragogico-acmeological approach in the preparation of adults, taking into account its specifics will reveal their intellectual potential, help adults find their place in society (science, art, production), realize their individual abilities and needs, be responsible and competitive in the rapidly changing labor market, to satisfy educational inquiries, to plan the further perfection and ability to live.…”
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An Experimental Dynamic Investigation of the Influence of Melatonin, Serotonin and Tryptophan on the Stability of the DNA Structure by Cristina Manuela Drăgoi, Anca Zanfirescu, Ion-Bogdan Dumitrescu, Anca Ungurianu, Denisa Marilena Margină, Alina-Crenguţa Nicolae

“…Additionally, the influence of calcium and magnesium ions on the resulting complexes of these indole derivatives with ct-DNA has been evaluated. …”
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Self-adaptation of e-learning software based on observing the information environment by A. M. Bershadskiy, A. S. Bozhday, A. A. Gudkov, Yu. I. Evseeva

“…Such problems include, for example, the problem of software complexity, when a program that shows good results in some operating conditions shows insufficient performance in others. …”
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Remote sensing monitoring of wheat aphids by combining HJ satellite images with least squares twin support vector machine model by HU Gensheng, WU Wentian, LUO Juhua, HUANG Wenjiang, LIANG Dong, HUANG Linsheng

“…Computational complexity of LSTSVM is reduced by using the least squares algorithm to transform inequality constraints into equality constraints.Experimental results showed that: the overall monitoring accuracy of the LSTSVM model was 86.4% and the Kappa coefficient was 0.71; the traditional SVM model was 77.3% and 0.52; the Fisher linear discriminant analysis (FLDA) model was 77.3% and 0.54; and the learning vector quantization (LVQ) neural network model was 72.7% and 0.39. …”
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Municipal healthcare providers’ perceptions of reasons for frequent and unplanned hospital admissions among home-dwelling older adults: a Norwegian focus group study by Jill-Marit Moholt, Cathrine Arntzen, Audhild Høyem, Bodil H. Blix

“…At the individual level, healthcare providers highlighted patient characteristics such as the severity of illness, reduced functional ability, living situation, and unmet psychosocial needs. …”
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Comparing quantitative and qualitative verbal and social autopsy tools: does a qualitative supplement improve understanding of the social determinants of under-five deaths in the s... by Amy W Blasini, Peter Waiswa, Ann Wolski, Phillip Wanduru, Chelsea Finkbeiner, Ashura Bakari, Lucky Amutuhaire, Cheryl A Moyer

“…Both agreement across data types and whether meaningful information was added by the qualitative data varied by cause of death, although our sample size limited our ability to conduct statistical analysis in this regard…”
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Inspired by nature: Bioinspired and biomimetic photocatalysts for biomedical applications by Ashkan Bigham, Atefeh Zarepour, Moein Safarkhani, YunSuk Huh, Arezoo Khosravi, Navid Rabiee, Siavash Iravani, Ali Zarrabi

“…However, reproducing such complexity and harnessing it for biomedical applications is a daunting task. …”
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Adaptive Path Planning for Multi-UAV Systems in Dynamic 3D Environments: A Multi-Objective Framework by Gregorius Airlangga, Ronald Sukwadi, Widodo Widjaja Basuki, Lai Ferry Sugianto, Oskar Ika Adi Nugroho, Yoel Kristian, Radyan Rahmananta

“…The computational complexities of each algorithm are analyzed, with AMOPP exhibiting a time complexity of <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mi>O</mi><mo>(</mo><mi>k</mi><mo>·</mo><mi>n</mi><mo>)</mo></mrow></semantics></math></inline-formula> and a space complexity of <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mi>O</mi><mo>(</mo><mi>n</mi><mo>)</mo></mrow></semantics></math></inline-formula>, ensuring scalability and efficiency for large-scale operations. …”
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Oligodendrocyte myelin glycoprotein impairs dendritic arbors via schizophrenia risk gene Trio by Euan Parnell, Jessica M. Christiansen, Michelle A. Spratt, Shelby Ruiz, Matthew L. Macdonald, Peter Penzes, Robert A. Sweet, Melanie J. Grubisha

“…Phosphomimetic Trio9 was deficient in Rac1 catalytic activity and induced loss of dendritic length and complexity compared to wild type protein. Moreover, phosphonull constructs blocked the OMGp-induced impairments in dendritic length and complexity. …”
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