Bibliographic record
Abstract
Psoriasis is a disease mediated by Th1 and Th17 cytokines that has different phenotypes (plaque, guttate, pustular, and erythrodermic type). Aside from the well known psoriatic arthritis, associated disorders may occur more frequently than expected, including Crohn's disease, anxiety/depression, and metabolic syndrome. This is based on a constellation of different factors, including abdominal obesity, atherogenic dyslipidemia, hypertension, and glucose intolerance, and is a strong predictor of type 2 diabetes, cardiovascular disease, and stroke. People with moderate to severe psoriasis have more risk for cardiac disease, presumably due to the inflammatory nature of psoriasis, causing inflammatory changes in coronary arteries. The strong association between psoriasis and obesity potentially makes psoriasis an important healthcare issue. Since cardiovascular risk factors are higher in psoriatic patients, dermatologists treating moderate to severe psoriasis should screen for their presence, thus approaching psoriasis as a potential multisystem disorder.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.001 | 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".