Bibliographic record
Abstract
Summary Allergic rhinitis results from allergen‐triggered early and late responses that are mediated by an array of inflammatory cells and mediators. Exposure to allergen induces the proliferation of T‐helper type 2 (Th2) lymphocytes in allergic individuals leading to the subsequent release of a characteristic combination of cytokines that promotes IgE and mast cell production. Within the allergic epithelium, there is proliferation of mucosal mast cells that express IL‐4, IL‐5, IL‐6 and tryptase. The resultant inflammatory mediators and cytokines enhance endothelial expression of adhesion molecules, such as vascular cell adhesion molecule‐1. Chemoattractants, such as eotaxin, RANTES and IL‐5, are responsible for the characteristic infiltration of the nasal mucosa by eosinophils, basophils, mast cells and Th2 lymphocytes that is seen in the late‐phase allergic response.
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.
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) | 0.001 | 0.001 |
| 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) | 0.002 | 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 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".