Questions From Patients and Doctors on Negative Minor Salivary Gland Biopsy in Sjögren Syndrome
Bibliographic record
Abstract
To the Editor: I read with interest the editorial in The Journal of Rheumatology entitled, “With Minor Salivary Gland Biopsy in Sjögren Syndrome, Is a Negative Result Possible?” by Drs. Monsalve and Anaya1. It is a comment on the article by Sharma, et al 2, arguing that in the case of a negative biopsy of minor salivary glands (MSG), the presence of positive anti-Ro autoantibodies is sufficient for the diagnosis of Sjögren syndrome (SS). Drs. Monsalve and Anaya consider the anti-Ro autoantibodies as key in these patients and refer to the American College of … Address correspondence to Prof. Dr. M.S. Panchovska, Department of Internal Medicine, Medical University, 15 A Vasil Aprilov Street, Plovdiv 4000, Bulgaria. Email: panchovska{at}abv.bg.
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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 | 0.000 | 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 | 0.002 |
| 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".