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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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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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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Algorithmic Support of Adaptive Automatic Control Systems with Data Compression by V. V. Alekseev, E. M. Antonyuk, I. E. Varshavskiy

“…The exponential growth of measurement information caused by ongoing complication of technical and production facilities necessitates the development of improved or brand new information and measurement systems, including those performing adaptive automatic control functions. Automatic criteria-based selection and reduction of measurement information continuously supplied by multi-parameter sources characterizing the objects under study require algorithms ensuring reconfiguration of automatic control systems during operation. …”
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Scalable Video Processing and Frame Analysis System for Automated Monitoring of Chicken Behavior Based on Artificial Intelligence Technologies by Svitlana Antoshchuk, Oleksii Danchuk, Tetiana Kunup

“…A software solution has been developed for monitoring chicken health, which enables video uploads from local sources or video services such as YouTube, selection of the communication language, and the LLM model. …”
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The State and Prospects of Using Digital HR Tools by Russian Companies by N. V. Lomonosova, E. A. Yakimova

“…A comparative analysis of modern automation systems for personnel selection is presented and an assessment of their technological functionality is carried out. …”
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The influence of genetics on the endocannabinoid system gene expression and relevance for targeting reproductive conditions by Keisuke Tanaka, Akwasi A. Amoako, Sally Mortlock, Peter A. W. Rogers, Sarah J. Holdsworth-Carson, Jacqueline F. Donoghue, Wan Tinn Teh, Grant W. Montgomery, Brett McKinnon

“…Abstract Background Endocannabinoids are small lipid molecules that have critical roles in cellular proliferation and function. They are produced locally with their concentrations controlled via the endocannabinoid system (ECS). …”
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Specific modes of exercise to improve rotator cuff-related shoulder pain: systematic review and meta-analysis by Dianxuan Wu, Dianxuan Wu, Dianxuan Wu, Zhicheng Wen, Zhicheng Wen, Zhicheng Wen, Haolin Ke, Haolin Ke, Haolin Ke, Jiexin Zhang, Jiexin Zhang, Jiexin Zhang, Shaozi Zhong, Shaozi Zhong, Shaozi Zhong, Jiachen Teng, Jiachen Teng, Jiachen Teng, Lan Xu, Lan Xu, Jintao Li, Jintao Li, Jintao Li, Yan Shao, Yan Shao, Yan Shao, Yan Shao, Chun Zeng, Chun Zeng, Chun Zeng, Chun Zeng

“…Study selection followed pre-set inclusion/exclusion criteria. …”
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Potential physiological mechanisms behind variation in rainbow trout (Oncorhynchus mykiss) to biosynthesize EPA and DHA when reared on plant oil replacement feeds by Ken Overturf, Jason Abernathy, Dietmar Kültz, Jacob Bledsoe, Shawn Narum, Thomas Welker

“…The omega-3 fatty acids, docosahexaenoic acid (DHA; 22:6n-3) and eicosapentaenoic acid (EPA; 20:5n-3), are of primary concern as they provide significant health benefits such as reducing inflammation and improving heart and health function. However, the DHA; 22:6n-3 and EPA; 20:5n-3 available for aquaculture feeds is primarily provided by fish oil which is already limited in availability and expensive, and dietary lipids are consistently being replaced with oil sourced from plants. …”
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Eye-tracking Analysis of Interactive 3D Geovisualization by Lukas Herman, Stanislav Popelka, Vendula Hejlova

“…Five selected methods are presented in the results section of the paper. …”
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Optimal Operation of Energy Hub Systems under Resiliency Response Options by Ali Khodadadi, Taher Abedinzadeh, Hasan Alipour, Jaber Pouladi

“…Also, consumer welfare, which is a function of the energy not supplied index, is maximized over a 24-hour period by considering extreme weather conditions. …”
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Beyond negative valence: 2-week administration of a serotonergic antidepressant enhances both reward and effort learning signals. by Jacqueline Scholl, Nils Kolling, Natalie Nelissen, Michael Browning, Matthew F S Rushworth, Catherine J Harmer

“…To make good decisions, humans need to learn about and integrate different sources of appetitive and aversive information. While serotonin has been linked to value-based decision-making, its role in learning is less clear, with acute manipulations often producing inconsistent results. …”
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A Review on Treatment of Premature Ovarian Insufficiency: Characteristics, Limitations, and Challenges of Stem Cell versus ExosomeTherapy by Narges Elahi, Jafar Ai, Zohreh Makoolati

“…MSC therapy has been shown to improve ovarian function in some animals with POI, but it can also have side effects such as high cost, time-consuming processes, limited lifespan and cell sources, loss of original characteristics during in vitro proliferation, dependence on specific culture environments, potential immune reactions, unknown therapeutic mechanisms, etc. …”
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Registered Partnerships and LGBT Parenting in the Czech Republic by Zdeněk Sloboda

“…However, RP remains very selective and quite 'unpopular'. Although there has been a weakening of the procreative function of marriage, the role of RP in this respect is less clear-cut. …”
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Enzyme Catalysis for Sustainable Value Creation Using Renewable Biobased Resources by Roland Wohlgemuth

“…The useful properties of enzymes as nature’s preferred catalysts, such as their high selectivity, diversity, and adaptability, enable their optimal function, whether in single or multiple reactions. …”
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