Diagnosing celiac disease: a review of diagnostic modalities of celiac disease
Bibliographic record
Abstract
Celiac disease is known as gluten-sensitive enteropathy. By enteropathy it simply means it is pathology of the gastrointestinal tract and that is why diarrhea (a common GI symptom) is usually one of the commonest presentations of celiac disease. So, it is safe to define celiac disease as an autoimmune disorder that mainly afflicts the small intestine. By autoimmune authors are referring to a disorder in which the body’s immune system works against the body itself. It is a chronic disorder where the sufferer is not able to tolerate gliadin, which is the alcohol soluble component of gluten. Gluten of course is a protein that is usually found in common foods like barley and wheat. Celiac disease which can also be regarded as celiac sprue has a genetic and immunological aspect to its etiology both of which would need to be considered when screening anyone for celiac disease.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.006 | 0.004 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".