The case-control study on relationship between the serum concentration of IL-7 and the pathogenesis of psoriasis: ampere systematic review and meta-Analysis
Bibliographic record
Abstract
Objective To explore the relationship between the serum concentration of IL-17 and the pathogenesis of psoriasis. Methods ampere database was established through literature search, and meta-analysis was used to evaluate the effect indicator of the included literatures. Results 5 articles were included in the study, and the quality evaluation score was 6–7 points by the Newcastle-Ottawa Scale (NOS) criteria. There was heterogeneity in the standardized mean difference (SMD) between the two groups (I 2 = 98.63%). The random effect model analysis showed that the combined SMD = 2.11, 95%CI (0.79, 3.43), the effect size between studies was statistically significant (z = 3.13, p = 0.00). Conclusion There was a statistical difference in serum IL-17 concentration between the case group and the control group. The serum concentration of IL-17 in the case group was higher than that in the control group.
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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 | 0.017 | 0.040 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.017 | 0.030 |
| Bibliometrics | 0.006 | 0.006 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".