Entorno de simulación para verificación y validación de equipamiento CBTC
Bibliographic record
Abstract
In Caucasians with systemic lupus erythematosus (SLE), we have identified 3 risk markers in the HLA-D region -- HLA-DR2, HLA-DR3, and la-715 -- and have used these markers to probe 7 families in which more than 1 case of lupus had occurred. In 6 of the 7 families studied, persons with SLE were either homozygous for HLA-DR2, had 2 haplotypes carrying reactivity with la-715, or had at least 2 of the 3 risk markers HLA-DR2, HLA-DR3, and la-715. Several normal individuals in these kindreds also had these multiple risk markers but had no signs or symptoms of lupus. This limited study of lupus families suggests a role for coinheritance of HLA-D region genes as a factor in the development of 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.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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) | 0.002 | 0.001 |
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".