OMIP‐92: Characterization of rat macrophage subsets, lymphocytes, and granulocytes in bronchoalveolar lavage fluid
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
Airway inflammation is a defense mechanism against inhaled agents characterized by infiltration of circulating immune cells. Given the inconsistent cellular identification across pre-clinical rat model, we have developed a flow cytometry panel of six colors to characterize macrophages subsets, lymphocytes and granulocytes in bronchoalveolar lavage fluid (BAL). Rats were challenged with intratracheal instillation of lipopolysaccharide (LPS). BAL were harvested 24 h after one LPS exposure in rats. This flow cytometry panel involve the description of macrophage subsets, T and B lymphocytes and neutrophils, which are central to airway immune responses, as based on scientific literature. By using a relatively small number of parameters to identify multiple cell types, additional parameters can be used for project/disease-specific activation markers.
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 | 0.001 | 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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