Mechanistic and therapeutic advances in immune-mediated gastrointestinal disorders
Bibliographic record
Abstract
This review examines recent developments in immune-mediated gastrointestinal (GI) disorders, focusing on the immunopathogenesis and evolving therapeutic landscapes of conditions such as autoimmune enteropathy, autoimmune gastritis, achalasia, celiac disease, inflammatory bowel disease, GI sarcoidosis, GI vasculitis, and eosinophilic GI disorders, among others. We explore new insights into the mechanisms underpinning the dysregulated immune responses that fuel these disorders, influenced by genetic factors and environmental insults, including dysbiosis. The review highlights the roles of key immune components, fibrosis, and gut microbial changes in disease pathogenesis, as identified using immunologic, histopathologic, omics, and microbiome studies, and discusses novel therapeutic strategies potentially capable of improving patient outcomes. Despite significant progress, several challenges in the effective management of these conditions remain, underscoring the need for continued research to develop targeted, disease-modifying therapies that do not compromise normal immunity.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 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 | 0.002 |
| 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 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".