Testing models in the development of a web platform for the exchange of three-dimensional models by D.A. Makuhovska, M.O. Ukrainets, I.D. Liminovych, D.D. Plechystyy, V.V. Budanov

“…Deterministic models are used to evaluate the structure and complexity of the code and assess test coverage, which helps to detect certain problems in the software code in a timely manner. …”
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Ways to optimize preventive measures in areas remote from the regional center by Ya. E. Bulavko, E. V. Timofeev, V. A. Isakov, G. V. Kondratev, Ya. V. Sousova, Ch. A. Abdalieva, K.D.Yu. Alkak, A. S. Galenko, G. A. Ibraeva, S V. Reeva

“…Expanding the promotion and information component of preventive measures, increasing patient focus, combining the first and second stages of clinical examination into one with subsequent convenient routing of patients, introducing telemedicine technologies and portable diagnostic complexes, improving the professional knowledge and competencies of primary care physicians — all these activities are aimed at improving coverage of population, increasing the adherence of patients with effective medical follow-up.…”
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ProgModule: A novel computational framework to identify mutation driver modules for predicting cancer prognosis and immunotherapy response by Xiangmei Li, Bingyue Pan, Xilong Zhao, Yinchun Su, Jiyin Lai, Siyuan Li, Yalan He, Jiashuo Wu, Junwei Han

“…Despite numerous algorithms developed to identify genomic mutational signatures, they often suffer from high computational complexity and limited clinical applicability. Methods Here, we presented ProgModule, an advanced computational framework designed to identify mutation driver modules for cancer prognosis and immunotherapy response prediction. …”
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Exploring Parent-Driven Determinants of COVID-19 Vaccination in Indigenous Children: Insights from a National Survey by Abdallah Alami, Sailly Dave, Marwa Ebrahim, Israa Zareef, Caren Uhlik, Julie Laroche

“…<b>Conclusions:</b> The study highlights the complexity of vaccine hesitancy among Indigenous parents. …”
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Real-time aerial fire detection on resource-constrained devices using knowledge distillation by Sabina Jangirova, Branislava Jankovic, Waseem Ullah, Latif U. Khan, Mohsen Guizani

“…While these architectures provide high accuracy in fire detection, their computational complexity limits real-time performance on edge devices such as UAVs. …”
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Implementation and Evaluation of a Low-Cost Measurement Platform over LoRa and Applicability for Soil Monitoring by Dimitrios Loukatos, Athanasios Fragkos, George Kargas, Konstantinos G. Arvanitis

“…The need for improved energy autonomy increases reporting complexity, as it presupposes that the participating components will enter a low-power (sleep) state when not in action. …”
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Disparities in infertility workup costs across the United States by Naveena R. Daram, M.D., Malika L. Day, M.S., Rose A. Maxwell, Ph.D., Meghan C. Ozcan, M.D.

“…Conclusion(s): The study highlights significant regional cost disparities in infertility care, emphasizing complexities of access and affordability in the United States. …”
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Health system drivers of caesarean deliveries in south Asia: a scoping review by Angel Sudha Veparala, Dorothy Lall, Prashanth N. Srinivas, Kajal Samantaray, Bruno Marchal

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Intelligent Reflecting Surface-Assisted Wireless Communication Using RNNs: Comprehensive Insights by Rana Tabassum, Mohammad Abrar Shakil Sejan, Md Habibur Rahman, Md Abdul Aziz, Hyoung-Kyu Song

“…Amidst this evolving landscape, machine learning (ML) emerges as a powerful tool to harness the full potential of IRS-assisted communication systems, particularly given the escalating computational complexity associated with deploying and operating IRSs in dynamic environments. …”
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Minimizing Delay in UAV-Aided Federated Learning for IoT Applications With Straggling Devices by Mudassar Liaq, Waleed Ejaz

“…We also propose a deep reinforcement learning (DRL)-based solution to improve runtime complexity. Simulation results show the effectiveness of the proposed framework compared to existing approaches.…”
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Anchorage accurately assembles anchor-flanked synthetic long reads by Xiaofei Carl Zang, Xiang Li, Kyle Metcalfe, Tuval Ben-Yehezkel, Ryan Kelley, Mingfu Shao

“…Despite the availability of many assembly methods, constructing full-length sequence from these anchor-enabled, ultra-high coverage sequencing data remains challenging due to the complexity of the underlying assembly graphs and the lack of specific algorithms leveraging anchors. …”
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Hierarchical Reinforcement Learning for Multi-Layer Multi-Service Non-Terrestrial Vehicular Edge Computing by Swapnil Sadashiv Shinde, Daniele Tarchi

“…This scenario, composed of a multitude of VUs, terrestrial and non-terrestrial nodes, and characterized by mobility and stringent requirements, brings in a very high complexity. Machine Learning (ML) represents a perfect tool for solving these types of problems. …”
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Yours Truly: A Credibility Framework for Effortless LLM-Powered Fact Checking by Vallidevi Krishnamurthy, Varshini Balaji

“…This approach tackles claims&#x2019; ambiguity and complexity and returns an interpretable credibility report explaining the inferred truth value. …”
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Informative Path Planning Using Physics-Informed Gaussian Processes for Aerial Mapping of 5G Networks by Jonas F. Gruner, Jan Graßhoff, Carlos Castelar Wembers, Kilian Schweppe, Georg Schildbach, Philipp Rostalski

“…The advent of 5G technology has facilitated the adoption of private cellular networks in industrial settings. Ensuring reliable coverage while maintaining certain requirements at its boundaries is crucial for successful deployment yet challenging without extensive measurements. …”
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Early diagnosis of streptococcus cristatus in blood culture-negative infective endocarditis by capture-based metagenomic next-generation sequencing: a case report by Dong Wang, Hui Wang, Dan Zhang, Xinsheng Yan

“…BackgroundInfective endocarditis (IE) is a life-threatening infectious cardiac condition characterized by therapeutic complexity and high mortality rates, for which precise pathogen identification is critical to guide accurate treatment. …”
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Guidelines and practice on antipsychotics prescribing and physical health monitoring in children and young people: a cohort study using primary care data by Ruth H Jack, Chris Hollis, Yana Vinogradova, Carol Coupland, Richard Morriss, Vibhore Prasad

“…However, we suspect some apparently poor adherence to best practice also derives from treatment complexities and associated data flows leading to gaps in the encoded general practice data. …”
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The narrative of the «Northern Territories» in the socio-political discourse of contemporary Japan by D. V. Streltsov

“…The article examines the organizational structure of state, public, and socio- political organizations designed to ensure public policy to popularize this narrative and shows the features of its reflection in school textbooks, museums, and memorial complexes. With the support of the authorities, the Movement for the Return of the “Northern Territories” has been launched, manifesting itself in mass rallies, demonstrations, propaganda caravans, lectures, and exhibitions, which are organized throughout the country. …”
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Link Scheduling in Satellite Networks via Machine Learning Over Riemannian Manifolds by Joarder Jafor Sadique, Imtiaz Nasim, Ahmed S. Ibrahim

“…Remarkably, unlike other ML-based models that require extensive training data, both models only need 30 training samples to achieve over 99% of the sum rate while maintaining similar computational complexity relative to the benchmark.…”
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Intelligent Omni-Surface-Assisted Cooperative Hybrid Non-Orthogonal Multiple Access: Enhancing Spectral Efficiency Under Imperfect Successive Interference Cancellation and Hardware... by Helen Sheeba John Kennedy, Vinoth Babu Kumaravelu

“…Hybrid NOMA (HNOMA) mitigates SIC errors and reduces system complexity, yet cell-edge users (CEUs) continue to experience degraded sum spectral efficiency (SSE) and throughput. …”
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A Combined CNN-LSTM Network for Ship Classification on SAR Images by Abdelmalek Toumi, Jean-Christophe Cexus, Ali Khenchaf, Mahdi Abid

“…Satellite SAR (synthetic aperture radar) imagery offers global coverage and all-weather recording capabilities, making it valuable for applications like remote sensing and maritime surveillance. …”
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