Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
В статье рассматриваются современные тенденции развития аквакультуры как в глобальном, так и национальном аспекте. Представленная аналитическая информация позволяет определить предпосылки для поиска интенсивных путей развития аквакультуры. Проанализированы ключевые аспекты развития интегрированных мульти трофических систем в аквакультуре (ИМТА) с позиции экологических и экономических показателей устойчивости, показана взаимосвязь ИМТА с достижением целей устойчивого развития, задекларированных на уровне ООН. Проанализирован практический опыт использования ИМТА в Китае, Канаде и других странах с позиции обеспечения экономических и экологических эффектов. Представлены основные цели развития аквакультуры в контексте реализации Стратегии развития рыбохозяйственного комплекса Российской Федерации на период до 2030г., дана оценка достижения поставленных целей через реализацию систем ИМТА. The article examines the current trends in the development of aquaculture in both global and national aspects. The presented analytical information allows us to determine the prerequisites for the search for intensive ways to develop aquaculture. The key aspects of the development of integrated multigraphic systems in aquaculture (IMTA) from the perspective of environmental and economic indicators of sustainability are analyzed, the relationship of IMTA with the achievement of sustainable development goals declared at the UN level is shown. The practical experience of using IMTA in China, Canada and other countries is analyzed from the perspective of ensuring economic and environmental effects. The main objectives of the development of aquaculture in the context of the implementation of the Strategy for the development of the fisheries complex of the Russian Federation for the period up to 2030 are presented, an assessment of the achievement of these goals through the implementation of IMTA systems is given.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it