ACR classification criteria for systemic lupus erythematosus: limitations and revisions to neuropsychiatric variables
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
There are a wide variety of neurologic (N) and psychiatric (P) manifestations of systemic lupus erythematosus (SLE) which extend beyond those identified in the current American College of Rheumatology (ACR) classification criteria for SLE. Several attempts have been made to devise a classification of NP-SLE manifestations. The most recent is the ACR nomenclature and case definitions for 19 NP lupus syndromes which currently provides the best means of a standardized approach to categorize NP events in SLE patients. Data from a number of studies has indicated a wide variability in the prevalence of the 19 NP syndromes. On the basis of these findings and utilizing the guidelines provided in the case definitions for diagnosis and exclusion of confounding variables, it is proposed to examine a number of NP manifestations for possible inclusion in revised classification and diagnostic criteria for SLE.
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.
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 | 0.001 |
| 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 it