Bibliographic record
Abstract
The success of pediatric solid organ transplantation has been largely due to advancements in surgical techniques, technology, and preoperative and postoperative care. Potent immunosuppression continues to reduce the incidence and severity of rejection, and improve long-term survival. However, there is growing awareness of the role immunosuppression plays in contributing to the incidence of cytomegalovirus, Epstein-Barr virus, and Epstein-Barr virus-associated posttransplant lymphoproliferative disease. Herpes viruses such as these present as primary or recurrent disease and continue to be a significant source of morbidity and mortality in transplant recipients. This paper reviews the predictors of disease, clinical features, diagnosis, and methods of treatment of these major posttransplant viral syndromes. As part of the human herpes virus family, varicella-zoster virus will also be discussed. A case study shows the delicate balance of treating concomitant varicella infection at the time of transplantation.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| 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 | 0.000 | 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".