Pollution of anionic surfactant and PCB in coastal surface seawater of Fujian Lprovince
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
The anionic surfactant and PCB in the coastal surface seawater of Fujian province were analyzed by methylene blue spectrophotometric method and GC-ECD,respectively.The concentrations of methylene blue active substance(MBAS) in the surface seawater ranged from 0.04 to 1.987 mg/L with the highest value found at the pipe outlet near Xiamen University.The elevated concentrations of MBAS were observed in Jiulongjiang,Minjiang Estuary and Meizhou Bay,possibly due to the discharge of sewage.The concentrations of total PCBs(dissolved plus particulate phase) ranged from 3.9 to 367.1 ng/L in the surface Lseawater and increased concentrations were observed from offshore to inshore and from south to north.The pollution of anionic surfactants and PCBs in the coastal surface seawater of Fujian Province is a serious problem comparing with other values reported and US and Canada seawater-quality criteria.
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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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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