
Current Issues in Molecular Biology, Год журнала: 2024, Номер 46(9), С. 10677 - 10695
Опубликована: Сен. 23, 2024
Rice (
Язык: Английский
Current Issues in Molecular Biology, Год журнала: 2024, Номер 46(9), С. 10677 - 10695
Опубликована: Сен. 23, 2024
Rice (
Язык: Английский
Plant Stress, Год журнала: 2024, Номер 14, С. 100632 - 100632
Опубликована: Окт. 6, 2024
Язык: Английский
Процитировано
15Russian Journal of Management, Год журнала: 2025, Номер 12(4), С. 521 - 527
Опубликована: Янв. 21, 2025
The article presents the results of development methodological foundations macroeconomic modelling threats to food security. main stages, their information support and are defined. classification challenges security Russian Federation is presented.
Язык: Английский
Процитировано
0Frontiers in Bioscience-Landmark, Год журнала: 2025, Номер 30(3)
Опубликована: Март 18, 2025
Background: Cultured meat holds significant potential as a pivotal solution for producing safe, sustainable, and high-quality protein to meet the growing demands of global population. However, scaling this technology requires innovative bioengineering approaches integrated with software methods assess growth cell cultures. This study aims develop 3D printing hybrid product subsequently design finely tuned You Only Look Once (YOLO) model detecting counting lipoblasts, fibroblasts, myogenic cells. Methods: Cultures multipotent mesenchymal stem cells (MMSCs) fibroblasts were obtained from domestic rabbit Oryctolagus cuniculus domesticus. Standard protocols employed induce adipogenic differentiation MMSCs. Fibroblasts isolated skin biopsy samples. The process utilized bioinks. engineering approach involved development unique print head into printer. Confocal transmission electron microscopy within construct was performed. A dataset digital images cells, created. Four models based on YOLOv8-seg architecture trained annotated images, implemented in Telegram bot. Results: Stable cultures obtained. 3D-printed tissue constructs composed sodium alginate, sunflower successfully fabricated. printer assembled. confirmed viability construct. Ultrastructural analysis revealed dense intercellular contacts high metabolic activity. resulting replicated organoleptic structural properties natural meat. In IT segment, single-class lipoblasts achieved metrics recall 85%, precision 77%, mean Average Precision at IoU threshold 0.50 (mAP50) 79%, which improved multiclass 92%, mAP50 81%. bot capable different types. Conclusions: achieved. Detailed microscopic demonstrated activity polymerized alginate hydrogel. engineered presents alternative Additionally, neural network models, bot, proved effective monitoring culture identifying types across three As result, we developed four YOLOv8 that outperforms model. all exhibited reduced accuracy high-density cultures, where overlapping led undercounting.
Язык: Английский
Процитировано
0Elsevier eBooks, Год журнала: 2025, Номер unknown
Опубликована: Янв. 1, 2025
Язык: Английский
Процитировано
0Marine Policy, Год журнала: 2025, Номер 179, С. 106682 - 106682
Опубликована: Май 16, 2025
Язык: Английский
Процитировано
0Current Issues in Molecular Biology, Год журнала: 2024, Номер 46(9), С. 10677 - 10695
Опубликована: Сен. 23, 2024
Rice (
Язык: Английский
Процитировано
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