Intestinal barrier function in health and gastrointestinal 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
Defects in intestinal barrier function are associated with diseases of the gastrointestinal (GI) tract. There is growing evidence that increases in intestinal permeability plays a pathogenic role in diseases, such as inflammatory bowel disease (IBD) and celiac disease, and functional bowel disorders, such as irritable bowel syndrome (IBS). This review takes a unique translational approach to discuss the physiological and pathophysiological mechanisms involved in the regulation of intestinal barrier function in IBS. The review summarizes the components of the intestinal barrier including the tight junction complex within the epithelium, and the methods used to assess gut permeability both in vitro and in vivo. Throughout the review, the authors have attempted to critically review the latest research from both experimental animal models and human studies to appraise whether intestinal barrier dysfunction is a primary cause of functional GI disorders, such as IBS.…
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.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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