Oral Findings of Systemic Lupus Erythematosus- A Grand Round Case
Bibliographic record
Abstract
A case of an SLE patient with an erythematous plaque at hard palate surrounded by white striae and a chronic cutaneous lupus erythematosous (CCLE) history is being reported. Other authors’ findings are being critically discussed and we focus on the following: i. Need of oral lesions histopathologic examination in SLE patients as they contribute to diagnosis establishment. ii. Oral ulcers do not certainly constitute neither the unique nor the main oral lesion in SLE since apart from them are reported red and white plaques, red macules, lechinoid reactions as well as periodontal manifestations (marginal or/and desquamative gingivitis). iii. Biopsy is crucial for excluding oral squamous cell carcinoma, especially in oral ulcers. iv. In the case of SLE xerostomia minor salivary glands biopsy contributes to secondary Sjogren syndrome diagnosis. v. Contribution of oral manifestations in early SLE diagnosis, leads to effective treatment and prevention of serious systemic malfunctions, potentially lethal.
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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 | 0.006 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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 | 0.000 |
| 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".