Bibliographic record
Abstract
To the Editor: I have read with great interest the article by Aljuhani, et al 1, regarding a large monocentric case series of patients with synovitis, acne, pustulosis, hyperostosis, and osteitis (SAPHO) syndrome. I fully agree with Aljuhani, et al on the frequent involvement of soft tissues around inflamed bone, with the consequent diagnostic difficulties. SAPHO syndrome, in fact, could be a real diagnostic challenge, and Aljuhani, et al described a significant diagnostic delay; this is important because the diagnostic delay leads to inappropriate investigations and prescriptions. With regard to diagnostic delay, it is worth recalling that skin lesions may not be accounted for when they are episodic or appear after bone lesions2. In 1987, Chamot, et al 3 suggested the acronym SAPHO to unify various conditions characterized mainly by osteitis/hyperostotic … Address correspondence to Dr. M. Colina; E-mail: m.colina{at}ausl.imola.bo.it
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 |
| 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 | 0.001 | 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".