Bibliographic record
Abstract
Laboratory experiments were carried out to study the mechanism of controlling Microcystis bloom by a freshwater snail(Bellamya aeruginosa).Possible factors affecting the control efficiency were tested,including respiration behavior,grazing behavior and different sediment concentration in water.Results showed thatB.aeruginosa can intercept floating Microcystis through respiration,forming Microcystis pellets that mixed high concentration of Microcystis with mucus.Thus,the concentration of suspended Microcystis in the water was decreased in short term,and the bloom was disappeared temporarily.Grazing is the main way for B.aeruginosa to eliminate Microcystis,but Microcystis can easily recovered from the remaining Microcystis pellets and undigested fecal pellet,causing the outbreak of bloom again.The increase of sediment concentration changed the structure of Microcystis pellets and fecal pellet,thus demonstrated greater efficiency in controlling and eliminate Microcystis bloom.
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.
How this classification was reachedexpand
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".