Preserved cerebral microcirculation in early stages of endotoxemia in mechanically-ventilated rabbits
Why this work is in the frame
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Bibliographic record
Abstract
The purpose of our study was to evaluate changes of the cerebral microcirculation during the early stages of endotoxemia in mechanically-ventilated rabbits using Sidestream dark-field (SDF) imaging. Images were obtained using SDF imaging from the surface of the brain via craniotomy before and after rapid administration of a high dose of endotoxin or saline (control group). Although endotoxin shock was successfully induced, we have not found any significant alteration of the cerebral microcirculation during the shock. We speculate that either the model of sepsis with a rapid high dose of endotoxin does not reflect the usual progression of septic encephalopathy or some components other than cerebral microcirculatory alteration play a role at the early stage of septic encephalopathy and the cerebral microcirculation is still preserved. Further studies are needed to clarify our findings.
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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) | 0.001 | 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 | 0.000 |
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