Effect of temperature, salinity, pH and naphthalene on ethoxyresorufin-<i>O</i>-deethylase activity of<i>Oreochromis mossambicus</i>
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
Hepatic ethoxyresorufin-O-deethylase (EROD) activity of Oreochromis mossambicus was examined in response to naphthalene, a polycyclic aromatic hydrocarbon (PAH) as a bioindicator of exposure. This study also examined the effects of varying water parameters such as salinity, temperature, and pH on this fish model. Temperature, salinity, and pH produced cyclic changes in EROD activity which increases and/or decreases. After exposure to lower naphthalene concentrations up to 6 ppm, no marked change in activity was noted, whereas at higher concentrations EROD activity was increased. Data suggest that EROD measurement may be useful as a potential biomarker for the detection of hydrocarbon pollution.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.016 | 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