The Mast Cell-Nerve Functional Unit: A Key Component of Physiologic and Pathophysiologic Responses
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
A key characteristic of mast cells appears to be an ability to span the division between nervous and immune system. Indeed, much of our understanding of the bi-directional relationship between the nervous and immune systems has come from the study of mast cell-nerve interaction. Although differences in species have been reported, morphologic as well as functional associations between mast cell and nerves are found in most tissues in many mammalian species, including humans. These interactions are involved in the regulation of physiologic homeostatic processes as well as in disease mechanisms. Here we discuss the influence of cholinergic and sensory neurons on mast cells as well as the importance of mast cell nerve interactions at specific tissue sites, including the brain.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.006 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| 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