Bibliographic record
Abstract
In Western countries, celiac disease is a relatively common genetic immune disorder. When a patient ingests foods containing gluten, the gluten protein acts as an allergen and can cause the patient to develop the disease. The disease is not directly fatal, but its onset can be very uncomfortable for the patient, and its complications may lead to an increased chance of developing certain cancers. A lifetime gluten-free diet has already been the standard course to prevent celiac disease symptoms, but it can be challenging. In past studies, researchers have attempted to prevent patients from developing or mitigating their condition through vaccines as a treatment. However, with research stagnating and clinical trials being canceled, the production of a celiac disease vaccine is currently experiencing a bottleneck. Fortunately, the treatment of celiac disease is not the only way to build tolerance through vaccines; other therapies under investigation as well as new vaccine design ideas may be effective in treating celiac disease. This review systematically summarizes the scientific status of the celiac disease and discusses the potential of vaccine as a promising treatment for celiac disease.
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 | 0.002 | 0.002 |
| 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".