Molecular mechanisms of leukocyte recruitment: organ-specific mechanisms of action
Bibliographic record
Abstract
Leukocyte recruitment in the microcirculation is a critical process underlying inflammatory responses in tissues. The mechanism of recruitment is summarized by the generally accepted paradigm: selectin-mediated leukocyte rolling, subsequent integrin activation, followed by integrin-mediated firm adhesion. This simple paradigm may not be able to explain the leukocyte recruitment mechanisms in some organs including the liver and brain. Recent studies suggested that these organs have their own leukocyte recruitment paradigms in acute and even chronic inflammation. The combination of unique hemodynamic patterns and specific structural and functional features of the vessels and endothelium in liver may dictate and select the specific patterns of leukocyte recruitment in this organ. In the brain microvasculature, where shears are high and adhesion molecule expression low, platelets may play an important role as a bridge between the leukocytes and endothelium.
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How this classification was reachedexpand
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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".