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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Extraction and characterization of humic acid from low-rank coal mined reserves in South Sumatra and its application on red chili (Capsicum annuum L.) in fertilizer exhausted soil by Mega Kartika Hermawan, Emma Trinurani Sofyan, Rija Sudirja, Anne Nurbaity

“…Laboratory-scale characterization revealed that locally sourced HA shares many functional groups with commercial leonardite-based HA. …”
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A Dataset for Investigations of Amine-Impregnated Solid Adsorbent for Direct Air Capture by Eryu Wang, Liping Luo, Jiachuan Wang, Jiaxin Dai, Shuangyin Li, Lei Chen, Jia Li

“…Existing literature serves as a valuable source for the investigation of amine-functionalized solid adsorbents. …”
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Modular assembly of self-healing flexible thermoelectric devices with integrated cooling and heating capabilities by Xiaolong Sun, Yue Hou, Zheng Zhu, Bo Zhu, Qianfeng Ding, Wenjie Zhou, Sijia Yan, Zhanglong Xia, Yong Liu, Youmin Hou, Yuan Yu, Ziyu Wang

“…Yet, current devices lack functional module expansion, which limits the customization for diverse energy-harvesting heat sources and complicates their assembly to meet the specific power requirements of electrical appliances. …”
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Nonlinear Damping as the Fourth Dimension in Optical Fiber Anemometry by Jeremiah C. Williams, Hengky Chandrahalim

“…This setup permits precise measurement of gaseous fluid flow with minimal sensor footprint at the point of detection and accommodates a variety of optical sources and measurement apparatuses without the need for specific wavelength or broad‐spectrum capabilities. …”
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Perovskite spin light-emitting diodes with simultaneously high electroluminescence dissymmetry and high external quantum efficiency by Shuai He, Weixi Lin, De Yu, Junwei Shi, Zhen Yin, Changjiu Sun, Haoliang Liu, Chen Zhang, Jianyu Yuan, Sai Bai, Shumin Xiao, Guankui Long, Mingjian Yuan, Yuanzhi Jiang, Yimu Chen, Qinghai Song

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The bacteriostatic regulation of luteolin from honeysuckle by protein network interaction by Jianfeng Zhang, Mujun Chen, Dianzeng Yang, Yanjie Jia

“…Finally, the Molecular Complexity Detection (MCODE) algorithm and BinGo plugin were utilized to conduct module analysis and functional annotation of the constructed network, respectively. …”
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Automated hypocenter determination of tectonic tremors in the Nankai subduction zone using convolutional neural networks combined with semblance analysis by Amane Sugii, Yoshihiro Hiramatsu, Takahiko Uchide, Kazutoshi Imanishi

“…The trained CNN model achieved high accuracy, with both precision and recall exceeding 97%, and correctly detected 96% of distant earthquakes. The probability of tectonic tremor as a function of the signal-to-noise ratio (SNR) increased steeply from 10 to 90% at an SNR of 4. …”
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On Explainability of Reinforcement Learning-Based Machine Learning Agents Trained with Proximal Policy Optimization That Utilizes Visual Sensor Data by Tomasz Hachaj, Marcin Piekarczyk

“…This estimation makes it possible to determine whether the network makes decisions as expected (decision-making is related to the model’s observation of objects belonging to different semantic classes in the environment) and to detect unexpected, seemingly chaotic behavior that might be, for example, the result of data bias, bad design of the reward function or insufficient generalization abilities of the model. …”
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Postpartum Methicillin-Resistant Staphylococcus aureus Toxic Shock Syndrome Caused by a Perineal Infection by Yoko Deguchi, Yuko Horiuchi, Kensaku Shojima, Naoyuki Iwahashi, Miwa Ikejima, Kazuhiko Ino, Kenichi Furukawa

“…Furthermore, since MRSA was not detected in the nasal and vaginal cavity during pregnancy, it suggests that vaginal colonization can also occur postpartum and be the disease source in mothers. …”
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EVL Promotes Osteo-/Odontogenic Differentiation of Dental Pulp Stem Cells via Activating JNK Signaling Pathway by Kangrui Zeng, Qiongyi Kang, Yutong Li, Weiping Li, Qing Cheng, Wenwei Xia

“…Human dental pulp stem cells (hDPSCs) were recognized as a suitable and promising source of stem cells in dental pulp regeneration. …”
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Feasibility of Proton Range Estimation with Prompt Gamma Imaging in Proton Therapy of Lung Cancer: Monte Carlo Study by Elham Rohollahpour, Hadi Taleshi Ahangari

“…Subjects and Methods: The proton pencil beam source was defined as a function of the tumor size to encompass the tumor volume. …”
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The Influence of Working in Stone Crushing Factories on Specific Respiratory Parameters by Belal Rahhal, Raya Sinnokrot, Omar Abuzant, Samah Shahin, Amany Masalmeh, Wala Jarrar

“…Working in stone-cutting factories is a known source for silica dust exposure, which has pathogenic effects on the respiratory system resulting finally in silicosis which may end in malignancy. …”
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The amino acid composition of Polygonum hydropiper L. and Polygonum persicaria L. herbs of Ukrainian flora by I. A. Lukina, O. V. Mazulin, H. P. Smoilovska, H. V. Mazulin, I. N. Shevchenko

“…The received results testify the promising use of the plant material and will be considered in the future work for the more in-depth study of the selected objects as a source of natural bioactive substances.…”
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Unveiling molecular mechanisms of pigment synthesis in gardenia (Gardenia jasminoides) fruits through integrative transcriptomics and metabolomics analysis by Kangqin Li, Lixin Yu, Liqin Gao, lingzhi Zhu, Xiaotao Feng, Shaoyong Deng

“…Functional diversity was clarified by the Clusters of Orthologous Groups (COG) classification, which focused mainly on pigment synthesis functions. …”
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Infrastructure of interconnected microgrids: A review by Moshammed Nishat Tasnim, Tofael Ahmed, Shameem Ahmad, GM Shafiullah

“…All these analyses and comparisons are expected to serve as a reference in the field of IMG infrastructure to select a suitable framework based on the necessary functionalities. …”
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Low pressure amide hydrogenation enabled by magnetocatalysis by Sheng-Hsiang Lin, Sihana Ahmedi, Aaron Kretschmer, Carlotta Campalani, Yves Kayser, Liqun Kang, Serena DeBeer, Walter Leitner, Alexis Bordet

“…Widely available and commercial platinum on alumina (Pt/Al2O3) was functionalized with iron carbide nanoparticles (ICNPs) to allow for localized and rapid magnetic induction heating resulting in the activation of neighboring Pt sites by thermal energy transfer. …”
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GASTROINTESTINAL BLEEDING WITH THE USE OF NEW ORAL ANTICOAGULANTS: EPIDEMIOLOGY, RISK FACTORS, TREATMENT, AND PREVENTION by E. V. Moroz, A. E. Karateev, E. V. Kryukov, V. A. Chernetsov

“…Novel oral anticoagulants (NOACs), such as the direct thrombin inhibitor dabigatran and the selective factor Xa inhibitors rivaroxaban and apixaban, are increasingly used as an effective antithrombotic drug in real clinical practice. …”
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Energy Cost Centre-Based Modelling of Sector Coupling in Local Communities by Edvard Košnjek, Boris Sučić, Mojca Loncnar, Tom Smolej

“…It is adaptable to data availability and stakeholder engagement, allowing both high-level overviews and detailed analysis of selected ECCs. Limitations include heterogeneous data sources, uneven stakeholder participation, and the need for refinement of sub-models. …”
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