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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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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Probing Cosmic Isotropy with the FAST All Sky H i Survey by Yi-Wen Wu, Jun-Qing Xia

“…We do not detect any statistically significant deviations from cosmic isotropy in the FASHI survey data.…”
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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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JWST/NIRCam Narrowband Survey of Paβ Emitters in the Spiderweb Protocluster at z = 2.16 by Rhythm Shimakawa, J. M. Pérez-Martínez, Helmut Dannerbauer, Yusei Koyama, Tadayuki Kodama, Pablo G. Pérez-González, Chiara D’Eugenio, Yuheng Zhang, Abdurrahman Naufal, Kazuki Daikuhara

“…The weight-corrected color–magnitude diagram obtained 57 sources showing narrowband excesses, 41 of which satisfy further color selection criteria for limiting the sample to Pa β emitter candidates at z ∼ 2.16, and 24 of them do not have H α emitter counterparts. …”
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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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The influence of shot noise on the performance of phase singularity-based refractometric sensors by Maslova Valeria, Ermolaev Georgy, Andrianov Evgeny S., Arsenin Aleksey V., Volkov Valentyn S., Baranov Denis G.

“…This raises a natural question: What happens with the sensitivity and resolution of such a sensor when it operates close to a zero of the response function, where the detected signal may be greatly influenced by various noise sources? …”
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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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Optimised Neural Network Model for Wind Turbine DFIG Converter Fault Diagnosis by Ramesh Kumar Behara, Akshay Kumar Saha

“…VMD’s robustness stems from its ability to decompose a signal into intrinsic mode functions (IMFs) with well-defined centre frequencies and bandwidths. …”
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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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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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Thermomechanical and Photophysical Properties of Crystal-Violet-Dye/H2O Based Dissolutions via the Pulsed Laser Photoacoustic Technique by Vicente Torres-Zúñiga, Rosalba Castañeda-Guzmán, Santiago J. Pérez-Ruiz, Omar G. Morales-Saavedra

“…An appropriate processing of the photoacoustic signals allows an adequate data analysis of the generated waves within the system, providing an accurate determination of the speed of sound as function of the dye-concentration. The acoustic attenuation was calculated based on the distance of the two PZT-microphones to an acoustic-source point and performing linear-fitting of the experimental data (RMS-amplitudes) as function of the dye-concentration. …”
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