Species Selection for Deriving Water Quality Criteria for Protection of Aquatic Organisms in China
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
As an important component of the water quality criteria system,the aquatic life criteria aim to protect aquatic biota from hazardous chemicals.The water quality values differ within ecosystems and in geographical regions.Based on overall analysis of the species selection for deriving aquatic life criteria in the United States,Europe,Canada,the Netherlands,Australia and New Zealand,the species selection required for deriving water quality criteria in China was discussed.The results showed that the aquatic organisms required for deriving the aquatic life criteria in China should come from eight different families: Cyprinidae,another family in Osteichthyes,a family in Amphibia,a family in Arthropoda and a family in Rotifera from zooplankton,a family in Arthropoda and a family in Annelida from Zoobenthos,and a macrophyte(or phytoplankton).These can comprehensively represent different trophic levels and life forms in the aquatic ecosystem.
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 | 0.009 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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