Bibliographic record
Abstract
Spondyloarthritis (SpA) is a chronic inflammatory disease1 encompassing several previously nosologically defined rheumatologic entities (ankylosing spondylitis, reactive arthritis, psoriatic arthritis, inflammatory bowel disease-associated arthritis, undifferentiated spondyloarthritis), with a new terminology2,3. These conditions share common features in the rheumatologic domain (predominant and frequent axial involvement, enthesitic involvement, possibility of dactylitis) and in the immunogenetic domain (HLA-B27, endoplasmic reticulum aminopeptidase-1, or interleukin 23R polymorphisms). They also share extraarticular manifestations: psoriasis, uveitis, and inflammatory bowel diseases (IBD). These extraarticular manifestations are important to consider. They may help to diagnose SpA, and in a case of inflammatory back pain, presence or history of anterior uveitis (AU), psoriasis, or IBD is crucial for the clinical certainty of the diagnosis. Logically, they are part of the several classification criteria for SpA4. They are also to be considered at a therapeutic decision level; for example, coexistence of active IBD should prompt the clinician, in case of indication of a tumor necrosis factor (TNF) blocker for SpA, to favor a monoclonal antibody rather than a soluble receptor5. These extraarticular features also represent the most frequent expression of the so-called “paradoxical” effects of … Address correspondence to Prof. D. Wendling, Department of Rheumatology, CHRU Besançon, Boulevard Fleming, 25030 Besançon, France. E-mail: dwendling{at}chu-besancon.fr
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 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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.026 | 0.004 |
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".