T Cell Receptor Gene Expression and Genotypes in Celiac Disease
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Celiac disease (CD) occurs as a result of an abnormal immune response, within the mucosa of the small bowel, to dietary gliadin peptides. To further characterize the intramucosal lymphocytes in patients with untreated CD, we compared T cell receptor (TCR) variable region gene expression in small bowel biopsies from patients with CD to that of normal small bowel. We also assessed TCR genotypes, using restriction fragment length polymorphisms (RFLPs) spanning the V beta gene locus, comparing 59 CD patients to 64 normals. The abnormal immune response in CD is polyclonal, without evidence of restriction or significantly increased expression of any TCR variable region gene families, compared to normal small bowel. No significant association was found between TCR genotypes, as defined by TCR V beta RFLPs, and CD.
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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 it