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
To elucidate the role of the glomerular filtration barrier in the development of nephrotoxic acute renal failure, we produced acute renal failure in rats with either gentamicin or tobramycin. Both drugs evoked changes in the glomerular capillary endothelium. Gentamicin administration resulted in a dose-related decrease in the diameter, density and area of endothelial fenestrae, which was considerably more pronounced than those observed with tobramycin. Prolonged, high-dose gentamicin administration caused a decrease in creatinine clearance, an increase in plasma renin activity and a corresponding decrease in the area available for filtration. These changes reverted with continued drug administration. These results support the notion that morphological alterations in the filtration barrier are responsible for the decrease in filtration observed in acute renal failure. The changes may be at least in part mediated by the renin-angiotensin system.
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 | 0.000 |
| 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 | 0.001 |
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