Bibliographic record
Abstract
Celiac disease is thought to be a genetically based disorder reported mainly from European countries as well as countries to which Europeans have emigrated, including North America. This report documents a clinical experience of biopsy-defined celiac disease in 14 Asians diagnosed since 1988 in a single Canadian teaching hospital. Eleven were Indo-Canadians, including 10 of Punjabi descent. Other ethnic groups were also represented, including two Japanese and one Chinese patient. Abdominal pain was the most frequent presenting symptom. Anemia, particularly associated with a deficiency of iron was common, along with diarrhea and weight loss. Endoscopic studies documented lymphocytic gastric and colonic mucosal changes in over one-third of the cases while antibodies for tissue transglutaminase were positive in all patients tested. Dermatitis herpetiformis, diabetes mellitus and autoimmune liver disease were also documented. These findings indicate for the first time that adult celiac disease occurs in Asian populations living in North America, particularly in those of Punjabi descent.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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".