The Increasing Prevalence of Crohn’s Disease in Industrialized Societies: The Price of Progress?
Bibliographic record
Abstract
Crohn's disease (CD) is an idiopathic inflammatory condition of the gastrointestinal system. While inflammation can activate one of a number of specific branches of the immune system, CD promotes a T helper cell type 1 (Th1) profile. The prospect that CD is a form of Th1-dominant autoimmune disease is gaining acceptance, with support from the current use of immunosuppressants. Recently, convincing evidence that the various branches of the immune system have the ability to keep each other in check has suggested that the Th1 profile of CD may stem from a greatly reduced T helper cell type 2 (Th2) immune response. A strong Th2 immune response is a characteristic of the once prevalent enteric parasitic diseases, now nearly eradicated from industrial society. This has led to the acceptance of a hygiene hypothesis, which suggests that the inverse relationship between CD and the level of a society's industrialization is, in fact, causal - that the lack of parasitic infections causes a weakened systemic Th2 cytokine profile, leading to elevated Th1 cytokines and, ultimately, the development of spontaneous Th1-mediated diseases such as CD. Supporting this, it has been recently demonstrated that an experimentally-induced Th2 response can help moderate Th1-dominant events in both animal and human studies. Based on this recent and convincing work, the present review focuses on the role of immunoregulation in the development of CD, with particular emphasis on the potential use of Th2-promoting agents (such as helminths or cytokines) as therapeutics in the treatment or prevention of CD.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".