Association of Parvovirus B19 Infection with Systemic Lupus Erythematosus: Role of Th1 Predominance
Bibliographic record
Abstract
To the Editor: We read with interest the article by Hession, et al 1 that described a 59-year-old woman who developed systemic lupus erythematosus (SLE) after parvovirus B19 infection; they wondered whether this phenomenon might be due to clinical mimicry or autoimmune induction1. Although not extensively studied to date, some reports show Th1-type cytokines might be increased during parvovirus B19 infection2. Isa, … Address correspondence to Dr. J.I. Shin, Department of Pediatrics, Yonsei University College of Medicine, Sungsan-Ro 250, Seodaemun-Ku, 120-752, CPO Box 8044, Seoul, Korea. E-mail: shinji{at}yuhs.ac
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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) | 0.002 | 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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".