Bibliographic record
Abstract
Anti-glomerular basement membrane (GBM) disease is a disorder characterized by antibodies against an epitope of type IV collagen found on the GBM. The major clinical sequela is rapidly progressive glomerulonephritis, which may be accompanied by pulmonary haemorrhage (Goodpasture’s syndrome). Glomerulonephritis secondary to anti-GBM disease frequently progresses to end-stage renal disease (ESRD) in the subset of patients who present with markedly impaired renal function. Renal transplantation is performed for ESRD due to anti-GBM disease, although most centres delay transplantation until patients are anti-GBM antibody negative for at least 12 months. Although early case series showed frequent recurrence in the allograft [1], modern therapeutic approaches have made recurrent disease very rare, and only four cases have been reported [2–5]. The effect of therapy for recurrent allograft disease is not well described. We report a case of recurrent anti-GBM disease in a renal allograft with successful salvage of the allograft.
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) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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".