Bibliographic record
Abstract
Adult-onset Still’s disease (AOSD) is a systemic inflammatory disease of uncertain etiology. Patients with AOSD develop a combination of several disease manifestations. Some of these disease manifestations are arthritis, fever, leukocytosis, and evanescent rash. But, in parallel, various systemic manifestations such as splenomegaly and pneumonitis, among others, may occur. The diagnosis of AOSD is problematic, because no single diagnostic test or characteristic histopathology exists. Patients sometimes suffer from delays in diagnosis including protracted efforts to exclude occult infection or neoplasm because AOSD is a rare diagnosis, and differential diagnoses must be excluded. The clinician should consider AOSD in the evaluation of undiagnosed fever of unknown origin, particularly if present in association with rheumatic complaints1. More than 99% of patients with AOSD manifest with fever > 39°C at some time during the course of their disease2. Most common is a high-spiking, once per day fever. Low-grade or atypical fever patterns are sometimes encountered in older patients (> 35 … Address correspondence to Dr. Sheriff. E-mail: Ahmed.Sheriff{at}charite.de
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 | 0.001 |
| 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 | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.009 |
| Insufficient payload (model declined to judge) | 0.001 | 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".