Influences of Aquiculture on Ecological Environment
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
Since reforming and opening to the outside world, Chinese aquiculture has developed very quickly. The totaloutput of aquiculture has been ranking first in the world over ten years, but it still has many problems. In thearticle, these problems which existing in the aquiculture of China are listed, and they have seriously influencedthe quality of aquatic products of China and destroyed the whole ecological environment of aquiculture. Thefactors influencing the water environment include: (1) residual feeds and excrements, (2) chemical medicinesused in aquiculture, (3) escaping aquatic animals. And the aspects which were influenced including: (1) theinfluence on the physiochemical factor of water, (2) the influence on the bottom matters, (3) the influence on theplankton, and (4) the influence on the bottom dwellers are analyzed. To reduce the influence and pollution ofaquiculture on the ecological environment, enhancing the quality of composite feed is one important approach.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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