Serological And Immunological Study Of Cytomegalovirus In Patients With Rheumatiod Arthriris And Cardiovascular Disease
Bibliographic record
Abstract
Cytomegalovirus (CMV) infection has been implicated in various chronic diseases, including rheumatoid arthritis (RA) and cardiovascular disease (CVD). In this study, we aimed to investigate the serological and immunological aspects of CMV infection in patients with RA and CVD. Serum samples from patients with RA, CVD, and healthy controls were tested for CMV-specific antibodies using serological assays. Additionally, the levels of pro-inflammatory cytokines were measured in the serum to assess the immune response to CMV infection. Our results showed a higher prevalence of CMV IgG antibodies in patients with RA and CVD compared to the healthy controls. Furthermore, patients with RA and CVD had elevated levels of pro-inflammatory cytokines, suggesting an inflammatory response to CMV infection. These findings highlight the potential role of CMV in the pathogenesis of RA and CVD and emphasize the importance of investigating the immunological aspects of CMV in these conditions.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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 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".