Effects of cold shock and cortisol on heat shock protein levels in rainbow trout
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 effect of cold shock and increased levels of circulating cortisol on heat shock proteins (Hsp) levels in rainbow trout (Oncorhynchus mykiss) were examined. Cold shock: When the cultured hepatocytes were exposed to cold (at 4°C for 2h), Hsp 70 level in hepatocytes were similar to that in control. However, Hsp 30 was markedly induced by cold shock. Cortisol: The high concentration of circulating cortisol (pharmacological levels) was found to reduce the Hsp 70 levels in liver and gill of cortisol implanted fish (50 μg cortisol/g body weight) exposed to heat shock (at 22°C for 2h) compared to the sham. These results suggest that the expressions of Hsp 30 and 70 in cell may be affected by cold stress response and circulating cortisol levels in fish, respectively. Furthermore, cellular stress response, such as Hsp expression, might be related with neuroendocrine/endocrine system in fish.
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 | 0.001 |
| 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