Human herpesvirus type 8 infections among solid organ transplant recipients
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
Human herpes virus 8 (HHV-8) is known to be associated with Kaposi's sarcoma (KS), primary effusion lymphoma (PEL) and a form of Castleman's disease. Recently, it has also been shown to be associated with acute bone marrow failure in transplant patients. While, the full spectrum of clinical manifestations due to HHV-8 is yet to be defined in transplant recipients, it is known to cause post-transplant KS as a result of primary as well as secondary infection. This review will discuss the possible role of HHV-8 as a cause of disease in solid organ transplant recipients by focussing on important issues, including the biology of the virus, epidemiology, clinical manifestations, laboratory diagnosis and treatment, followed by a discussion of issues of relevance to the pediatric transplant recipient.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.001 | 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