Bibliographic record
Abstract
Observational cohort studies in SLE have led to the description of accelerated atherosclerosis as an important cause of mortality and morbidity in this disease. The clinical observation of coronary artery disease occurring in premenopausal females with SLE gave rise to the concept of the bimodal mortality pattern. This pattern was confirmed in autopsy and epidemiological studies. These studies identified hypercholesterolemia and particularly its persistence in the first three years of disease, hypertension, and lupus itself as important risk factors for the development of accelerated atherosclerosis in these patients. It also became evident that corticosteroid therapy plays an important role in the elevation of plasma lipids while antimalarials resulted in a reduction of plasma cholesterol, LDL, and VLDL, especially in steroid-induced hyperlipidemia. Studies of clinical outcomes for atherosclerotic disease (angina, myocardial infarction) have shown a prevalence of 6-12% in a number of SLE cohorts. However, more sensitive investigations including myocardial perfusion imaging and carotid ultrasound have demonstrated a prevalence of atherosclerotic disease in 40% of patients studied. Further studies of SLE disease process, including immunological factors, may more clearly define the pathogenesis of accelerated atherosclerosis in patients with SLE, and may help elucidate mechanisms of atherosclerosis in the general population.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.005 |
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; both teacher heads agree on what is shown here.
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".