Resistant Cases of Psoriatic Arthritis: How to Manage Them
Bibliographic record
Abstract
Psoriasis is a chronic, genetically determined and immunomediated inflammatory skin disease that affects 2%-3% of the Caucasian population. Psoriatic arthritis (PsA), which occurs in up to one-third of patients with psoriasis, has a heterogeneous pattern expressed by various manifestations, including mono-oligoarthritis, an erosive and destructive polyarthritis indistinguishable from rheumatoid arthritis (RA), and spondyloarthropathy with axial involvement or enthesitis. Early detection of inflamed joints or axial involvement in patients with PsA is important in order to reduce inflammation and prevent joint destruction, deformity, and functional disability. The treatment of moderate-severe PsA has tended to include the same disease modifying antirheumatic drugs used to treat RA, but there is much less evidence supporting their efficacy and essentially none demonstrating that they slow radiographic joint destruction in PsA. A number of clinical trials have shown that tumor necrosis factor antagonists are generally safe and efficacious in the treatment of PsA, and can inhibit the progression of radiographic damage.
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 | 0.000 | 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 | 0.000 |
| 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".