Grazax: an oral vaccine for the treatment of grass pollen allergy (hay fever).
Bibliographic record
Abstract
Grazax is a self-administered, once-daily, tablet-based vaccine that offers an alternative to allergy shots for adults with grass pollen allergy (hay fever). (2) Evidence from three randomized controlled trials indicates modest improvements in hay fever symptoms, with reduced use of medication to control symptoms (rescue medication use) in adults who took Grazax compared with placebo. No studies have compared Grazax with injection-based allergen immunotherapy. (3) It is not yet known if patients treated with Grazax will have a sustained tolerance to grass pollen following treatment discontinuation. (4) Adverse effects of Grazax are generally mild to moderate local allergic reactions of short duration, and include itching and swelling of the mouth, and throat irritation. (5) If Grazax becomes widely prescribed and is covered by provincial drug plans, the costs to the Canadian health care system and the impact on allergy specialist services could be substantial.
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) | 0.000 | 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) | 0.000 | 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 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".