Rapid Morphological Reorganization of the Rabbit Corneal Endothelium after Acute Exposure to Sodium Lactate in vitro
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
Corneal stroma-endothelial preparations from 2-kg albino rabbits were incubated in vitro in a bicarbonate-Ringer solution equilibrated with 5% CO2-9% O2 over 4 h in half-chambers at 37 degrees C. An average net fluid pump activity of 6.8 microliters/h was measured in the 4th hour. If such preparations were initially equilibrated with bicarbonate-Ringer for 90 min and then challenged for 20 min with 15 mM sodium lactate or NaCl, an osmotically induced increase in fluid flow occurred. After removal of the challenge and return to bicarbonate-Ringer for 2.5 h, the net fluid pump returned to baseline and then increased again (to an average of 9.7 microliters/h) for the lactate- but not NaCl-challenged endothelia. Scanning electron microscopy showed that lactate-challenged (but not the control or NaCl-challenged) endothelial contained a moderate number of very large pleomorphic cells within an otherwise regular mosaic. It is proposed that the large cells develop as a result of cell fusion (coalescence).
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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