Controversial Issues of Immunopathogenesis of Psoriasis and Atopic Dermatitis
Bibliographic record
Abstract
Psoriasis (PsO) and atopic dermatitis (AD have much in common: both diseases are widespread, characterized by a chronic relapsing course, primarily affect the skin and lead to a quality reduction of life of patients, regardless of their age. The pathogenesis of these two dermatoses, which are the most common in the practice of a pediatric dermatologist, is quite different. PsO is a chronic inflammatory skin disease, the pathogenesis of which is associated with the involvement of the Th1 pathway: Th17 cells and the IL-23/IL-17 axis. AD, in turn, is usually associated with high levels of IL-4, IL-5, IL-13, IL-31 and IFN-γ produced by activated T-helper 2 (Th2) cells. The clinical symptoms and immunopathological responses of these two skin conditions tend to differ. However, patients with PsO may sometimes present with a skin rash resembling AD combined with intense itching and laboratory increase in immunoglobulin E (IgE) which may indicate the need to change the paradigm of dominance of only one type of T-inflammation in patients with these diseases.
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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 | 0.008 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.013 |
| Scholarly communication | 0.003 | 0.005 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.006 | 0.008 |
| Insufficient payload (model declined to judge) | 0.003 | 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".