3D-MRI brain glioma intelligent segmentation based on improved 3D U-net network. by Tingting Wang, Tong Wu, Defu Yang, Ying Xu, Dongyang Lv, Tong Jiang, Hengjiao Wang, Qi Chen, Shengnan Xu, Ying Yan, Baoguang Lin

“…This method offers significant guidance for medical diagnosis, grading, and treatment strategy selection.<h4>Methods</h4>Glioma case data were sourced from the BraTS2023 public dataset. …”
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A probabilistic approach for building disease phenotypes across electronic health records by David Vidmar, Jessica De Freitas, Will Thompson, John M. Pfeifer, Brandon K. Fornwalt, Noah Zimmerman, Riccardo Miotto, Ruijun Chen

“…In this paper, we develop multiple heuristic “labeling functions’’ (LFs) for 4 diseases across de-identified EHR data and aggregate their votes through a majority vote approach (MV), a popular open-source approach (Snorkel OSS), and our proposed probabilistic approach (LEVI). …”
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Classification analysis of modern bioreactor systems (review). Part 1. Classification of bioreactors by design parameters by A. A. Dosaev, R. R. Safarov, N. V. Menshutina

“…Due to the active use of bioreactors, in order to optimize production processes and reduce operating costs, new highly efficient automated devices with a variety of functions are being developed using modern automation technologies, artificial intelligence and 3-D printing. …”
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Deepmol: an automated machine and deep learning framework for computational chemistry by João Correia, João Capela, Miguel Rocha

“…On 22 benchmark datasets, DeepMol obtained competitive pipelines compared with those requiring time-consuming feature engineering, model design and selection processes. As one of the first AutoML tools specifically developed for the computational chemistry domain, DeepMol stands out with its open-source code, in-depth tutorials, detailed documentation, and examples of real-world applications, all available at https://github.com/BioSystemsUM/DeepMol and https://deepmol.readthedocs.io/en/latest/ . …”
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MGSurvE: A framework to optimize trap placement for genetic surveillance of mosquito populations. by Héctor M Sánchez C, David L Smith, John M Marshall

“…For these projects, monitoring will be required to detect unintended spread of gene drive mosquitoes beyond field sites, and the emergence of alternative alleles, such as drive-resistant alleles or non-functional effector genes, within intervention sites. …”
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Prokaryotic microbial compositions and physicochemical characteristics of Huangshui, a by-product of Baijiu fermentation by TANG Yanping, GAO Xiubing, NI Jie, ZHANG Fengqin

“…In this study, the similarities and differences in physicochemical properties and prokaryotic microbial structures among different sources of Huangshui were comprehensively analyzed by physicochemical detection methods and high-throughput sequencing technology. …”
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Comparative Genomic and Transcriptomic Analysis Provides New Insights into the Aflatoxin B₁ Biodegradability by <i>Kocuria rosea</i> from Deep Sea by Jingying Wang, Jun Nan

“…In addition, this study revealed 1421 differentially expressed genes and 752 upregulated genes between the aflatoxin group and the control group through transcriptome analysis and conducted functional annotation and analysis of functional enrichment. …”
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Regenerative Cartilage Treatment for Focal Chondral Defects in the Knee: Focus on Marrow-Stimulating and Cell-Based Scaffold Approaches by Filippo Migliorini, Francesco Simeone, Tommaso Bardazzi, Michael Kurt Memminger, Gennaro Pipino, Raju Vaishya, Nicola Maffulli

“…Given the limited regenerative capacity of hyaline cartilage, biologically based surgical strategies have emerged to promote tissue repair and restore joint function. This narrative review critically examines current treatment approaches that rely on autologous cell sources and scaffold-supported regeneration. …”
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The therapeutic validity and effectiveness of physiotherapeutic exercise following total hip arthroplasty for osteoarthritis: A systematic review. by Annet Wijnen, Sjoukje E Bouma, Gesine H Seeber, Lucas H V van der Woude, Sjoerd K Bulstra, Djordje Lazovic, Martin Stevens, Inge van den Akker-Scheek

“…Characteristics of the physiotherapeutic exercise interventions and results about joint and muscle function, functional performance and self-reported outcomes were extracted.…”
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“Text of Culture” as a Category of Cultural Philosophy: from Semiotic Theory to Research Practice by E. N. Shatova

“…The article is of a theoretical and methodological character.Methodology and sources. The methodological basis of the research is the traditions of Russian cultural semiotics and the Tartu-Moscow semiotic school. …”
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Phytochemical Profiling and Antioxidant Activity of True Leaves and Cotyledons of <i>Adenocaulon himalaicum</i> by Sang-Yun Lee, Nari Yoon, Neil Patrick Uy, Chung-Ho Choi, Sanghyun Lee

“…The young leaf of <i>A. himalaicum</i> has a rich phytochemical profile and robust antioxidant activity; hence, it has potential as natural antioxidant sources for human health and valuable pharmacognosy raw materials for pharmaceutical and functional food applications.…”
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Modeling the effects of land use change on agricultural carrying capacity and food security by R. Harini, R. Rijanta, E.H. Pangaribowo, R.F. Putri, I. Sukri

“…Food problems are related to the availability of food sources. The availability of agricultural land as the primary source of food production is decreasing due to the increase in population. …”
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Melatonin in the regulation of human life and its role in development pathology by A. V. Shilova, N. I. Ananyeva, N. Yu. Safonova, L. V. Lukina

“…For a detailed analysis, 42 literature sources were selected for the melatonin role in the development of neurological and mental disorders. …”
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Single-Port Superluminescent-Diode Gain-Chip for Tunable Single-Wavelength and Dual-Wavelength Blue-Laser by Mahmoud N. Eliwa, Abdullah A. Alatawi, Jorge A. Holguin-Lerma, Omar Alkhazragi, Islam Ashry, Tien Khee Ng, Boon S. Ooi

“…Reconfigurable photonic technology combining multiple functionalities in a single gain-chip is a crucial light-based platform for enabling hybrid applications. …”
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Molecular cytological analysis of alien introgressions in common wheat lines created by crossing of <i>Triticum aestivum</i> with <i>T. dicoccoides</i> and <i>T. dicoccum</i> by О. A. Orlovskaya, I. N. Leonova, L. A. Solovey, N. I. Dubovets

“…Wild and domesticated emmer (ВВАА, 2n = 28) are of significant interest for expanding the genetic diversity of common wheat as sources of a high protein and microelement grain content, resistance to many biotic and abiotic factors. …”
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Technical stakeholders' perspective of solar photovoltaic system failure in Sub-Saharan Africa: The case of Ghana by Jacob Junior Owusu, Edmund C. Okoroigwe, Chigbo A. Mgbemene, Gabriel Takyi, Onyemaechi Valentine Ekechukwu

“…Most installed PV systems in sub-Saharan Africa have often not achieved their anticipated functionality and/or fail frequently. Take-up of PV systems consequently remains low, with long pay-back times. …”
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The impact of dyadic interventions on psycho-social outcomes for stroke patients and their caregivers: a systematic review and meta-analysis by Xinyue Xing, Liping Pu, Wanyue Hu, Yu Xiao, Hongling Xiao

“…AimsTo describe the details of dyadic interventions and summarize the current evidence on supporting dyadic interventions for psycho-social outcomes of stroke patients and their caregivers.DesignA systematic review and meta-analysis based on PRISMA guidelines.Data sourcesFive English databases (PubMed, Web of Science, CINAHL, Embase and Cochrane Library) were searched to identify eligible studies published from the inception to October 15, 2024.MethodsTwo reviewers independently screened the literature in accordance with the selection criteria. …”
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Stacked ensemble model for accurate crop yield prediction using machine learning techniques by Ramesh V, Kumaresan P

“…Historically, such predictions have utilized diverse data sources, including agricultural, land, climatic, atmospheric, and other pertinent information. …”
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Atrial Fibrillation: the Association with Physical Activity and the Effects of Cardiac Rehabilitation by M. G. Bubnova, D. M. Aronov

“…This is mainly due to the complexity of selection of physical rehabilitation program for patients with AF. …”
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Dietary Niche Variation in an Invasive Omnivore: The Effects of Habitat on Feral Pig Resource Use in Hawai‘i by Michael S. Peyton, Kealohanuiopuna M. Kinney, Sarah Knox, Grace Tredennick, Sara Hotchkiss

“…ABSTRACT Invasive omnivores may have profound impacts on ecological communities through diet selection, particularly when their functional roles differ from those in their native range. …”
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