Bibliographic record
Abstract
Celiac disease (also termed gluten-sensitive enteropathy) is a gluten-dependent immune-mediated disorder of the small intestinal mucosa. This disease occurs in genetically-predisposed individuals and serological studies in different populations estimate that about 1% of screen-positive individuals may eventually be diagnosed with celiac disease. However, a number of other disorders, labeled sprue-like intestinal disease, may also cause the pathological appearances of celiac disease, such as mucosal injury from oats or other proteins (eg., soy), along with a wide array of infections, including protozoans, viral, bacterial and parasitic agents. Some nutrient or vitamin deficiencies including zinc, folic acid and vitamin B12 along with an array of immune deficiency syndromes may cause a sprue-like enteropathy with the histopathological features of untreated celiac disease. None of these respond to a gluten-free diet. Instead, other forms of therapy may lead to resolution. Medications including pharmacological (eg., olmesartan) and biological agents (eg., checkpoint inhibitors) may cause sprue-like small intestinal disease. Ceasing use of the medication may lead to resolution of mucosal injury
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) | 0.001 | 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".