Robust IoT Activity Recognition via Stochastic and Deep Learning by Xuewei Wang, Shihao Wang, Xiaoxi Zhang, Chunsheng Li

“…Our approach begins with a rigorous preprocessing pipeline—encompassing filtering and normalization—to enhance data quality, followed by the application of probability density functions and key statistical measures to capture intrinsic sensor characteristics. …”
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Predictive Modeling of Compressive Strength and Slump in High-Performance Concrete Utilizing Machine Learning by Yu Yang, Ye Chen, Peng Zhang, Weining Zhang

“…Combining these frameworks with an optimizer results in a novel hybrid framework that not only gives enhanced precision and functionality. Results show that the ADGA model is also optimum in the CS target during training, with an RMSE of 2.451 and a value of 0.992 for R2, followed by the ADCB model outperforming the base model ADA with an RMSE of 3.618 and 0.982 for R2. …”
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Comprehensive Review: Mavacamten and Aficamten in Hypertrophic Cardiomyopathy by Helin Savsin, Tomasz Tokarek

“…It evaluates their reported efficacy in completed clinical trials, such as reducing left ventricular outflow tract (LVOT) obstruction, improving functional capacity, and enhancing quality of life in HCM. …”
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LLMs in Action: Robust Metrics for Evaluating Automated Ontology Annotation Systems by Ali Noori, Pratik Devkota, Somya D. Mohanty, Prashanti Manda

“…Ontologies are critical for organizing and interpreting complex domain-specific knowledge, with applications in data integration, functional prediction, and knowledge discovery. As the manual curation of ontology annotations becomes increasingly infeasible due to the exponential growth of biomedical and genomic data, natural language processing (NLP)-based systems have emerged as scalable alternatives. …”
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The role of complement in normal pregnancy and preeclampsia by Richard M. Burwick, Anuja Java, Jean F. Regal

“…Preeclampsia affects 3-4% of pregnancies with adverse effects for both mother and child. Minimal therapeutic options are available, and biomarkers are urgently needed to identify those at greatest risk early in the pregnancy. …”
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Sustainability and innovation in 3D printing: Outlook and trends by Muhammad Ali Saqib, Muhammad Sohail Abbas, Hiroyuki Tanaka

“…In addition, potential pitfalls and challenges associated with sustainable 3D printing are examined, underscoring the criticality of continuous research and advancement in this domain. To effectively align sustainability goals with functional performance requirements, it is imperative to address complexities within fused deposition modeling (FDM) printing processes, including suboptimal bonding and uneven fiber distribution, which can compromise the structural integrity and durability of biodegradable materials. …”
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Arthropod bioindicators of environmental quality by Márcia Soares Spiller, Claiton Spiller, Juliana Garlet

“…The studies found that environmental quality can be measured from the diversity and abundance of arthropods that live and perform their functions in the soil. Macrofauna influences important soil chemical and physical processes such as nutrient cycling, structuring and homogenization, and increased productivity, among others. …”
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Determination of the Optimal Algorithm for the Operation of a Hybrid Power System with a Regulating Generator by Kuznetsov N., Lysenko O.

“…The mathematical model uses random functions to obtain statistical estimates, and is implemented as sequential models of energy generation and consumption as an integrated random process. …”
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Asporin-deficient mice have tougher skin and altered skin glycosaminoglycan content and structure. by Marco Maccarana, René B Svensson, Anki Knutsson, Antonis Giannopoulos, Mea Pelkonen, MaryAnn Weis, David Eyre, Matthew Warman, Sebastian Kalamajski

“…Here we describe the successful generation of an Aspn-/- mouse model and the investigation of the Aspn-/- skin phenotype. Functionally, Aspn-/- mice had an increased skin mechanical toughness, although there were no structural changes present on histology or immunohistochemistry. …”
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Biogeography of soda lake microbiome and uneven cross-continent transition rates by Minglei Ren, Jianjun Wang

“…We further identified 1,217 region-specific taxa, with Africa containing the highest proportion of geographical endemism (66.72%). Such effects of dispersal limitation on microbial assembly of global soda lakes were supported by the significant distance-decay relationships for taxonomic and functional composition, and genomic similarity. …”
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Modern Approaches to Optimal Antithrombotic Therapy for Stable Ischemic Heart Disease by G. E. Roytberg, I. D. Slastnikova

“…The САD verification using modern functional and anatomical diagnostic methods are considered. …”
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Influence of Copigmentation and Encapsulation on Stability and Antioxidant Activity of Anthocyanins from Blue and Pink Cornflower (<i>Centaurea cyanus</i> L.) Flowers by Aleksandra Popowska, Joanna Oracz

“…The developed encapsulation method effectively protects anthocyanins from adverse environmental conditions. …”
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Surface Characteristics and Mechanical Performance of EPDM/Graphene Oxide Composites by Ahmad Allahbakhsh

“…This is due to the proven potential of graphene oxide to enhance the mechanical, functional, and electrical properties of polymer-based composite materials. …”
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Use of the modified fries technique in the reconstruction of the lower lip after the removal of a malignant tumor by Jezdić Zoran, Petrović Milan, Vukadinović Miroslav

“…The modified Fries technique can successfully be applied in the reconstruction of the lower lip defects longer than 4 cm because its application leads to satisfactory functional and acceptable esthetic results.…”
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BENCHMARK MANAGEMENT ON THE BASIS OF THE BUSINESS EXCELLENCE MODEL by ROMAN Chugumbaev

“…In this environment, the peer companies that have achieved the highest level of perfection should be identified and analyzed. To evaluate the effectiveness of innovative measures designed to raise the level of business excellence, the author offers to conduct analysis of invested financial resources, level of development of the company and its value.…”
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Gravitational wave propagation in a geometric condensate in Starobinsky cosmology by Aurindam Mondal, Subir Ghosh

“…The wave profile is calculated analytically in terms of Whittaker functions. The main novelty of the Geometric Condensate scheme is that no external (condensate) matter from outside has been considered.…”
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Elevated ambient temperature reduces fat storage through the FoxO-mediated insulin signaling pathway. by Tucker Hopkins, Cole Ragsdale, Jin Seo

“…The Forkhead box O (FoxO) protein functions as a key downstream signaling molecule in this pathway, mediating the inhibitory effects of insulin signaling. …”
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Harvesting information across the horizon by Sijia Wang, María Rosa Preciado-Rivas, Robert B. Mann

“…Abstract The effect of black holes on entanglement harvesting has been of considerable interest over the past decade. …”
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Reforming regional government system and social well-being of local population: territorial aspects by S. N. Kalyugina

“…In the course of the work, it was found that the transformations carried out in the Stavropol Krai have both positive and negative effects on the socio-economic development of territories and the social well-being of the population. …”
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Research on the Evaluation and Optimization of Street Quality in Cultural Attractions Based on Spatial Data by Chao Chen, Suyoung Kim

“…First, three-dimensional evaluation indices are constructed based on the functions of streets, including the perception of the natural environment, the perception of human emotions, and the accessibility of spatial facilities. …”
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