Het herkennen van patiënten met spondyloartritis. Nieuwe classificatiecriteria
Bibliographic record
Abstract
Spondyloarthritis (SpA) is an umbrella term for a group of rheumatic diseases characterised by inflammation of the sacroiliac (SI) joints and vertebral column; today, differentiation is made between axial SpA and peripheral SpA. Ankylosing spondylitis (Bechterew's disease) is the most typical form of axial SpA whereby sacroiliitis can be found on X-rays of the SI joints. Axial SpA can, however, also be present without radiographic evidence of sacroiliitis. A range of SpA-related symptoms can also manifest themselves outside the musculoskeletal system, for example, uveitis, psoriasis and inflammatory intestinal diseases. Tumour necrosis factor (TNF)-α inhibitors play an important role in the treatment of SpA. New classification criteria have recently been established in which MRI of the SI joints and the presence of the HLA-B27 tissue antigen are key. Axial and peripheral SpA should be recognized early in order to be able to successfully treat these conditions
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.020 | 0.003 |
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".