Interferon alpha (IFN-α) in systemic lupus erythematosus (SLE)
Bibliographic record
Abstract
Systemic lupus erythematosus (SLE) is an autoimmune disease of unknown etiology. An important role in the pathogenesis of SLE has been attributed to interferon alpha (IFN-α), which stimulates the expression of numerous genes, resulting in an increased autoinflammatory response. Recent studies have demonstrated increased levels of this cytokine in patients with SLE, as well as in relatives, indicating that IFN- α is an inherited risk factor for lupus. Cases of induction of SLE/lupus-like syndrome after IFN- α therapy also point to the involvement of interferon in the pathogenesis of the disease. Interferon being a probable initiator of the disease, as well as a marker to examine its exacerbations, is a potential research target to better understand the etiology and pathogenesis of lupus. More research is needed to determine the feasibility of using INF-blocking agents for new therapies in SLE.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".