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
PURPOSE OF REVIEW: Kidney transplant recipients are at high risk of contracting infections, some of which are considered vaccine-preventable, because of their highly immunosuppressed state. In this vulnerable group of patients, infection can lead to poor outcomes including graft failure and death, thus vaccination in the posttransplant population is an important strategy in order to mitigate this risk. The present review is aimed at providing an update on recent advances with respect to vaccination strategies in kidney transplant recipients. RECENT FINDINGS: General principles behind vaccination in kidney transplantation have remained consistent over many years. More recently, efforts have been focused on developing newer strategies for vaccination against influenza and herpes zoster in organ transplant recipients. Newer data on the immunogenicity of vaccines directed against pneumococcal disease, human papillomavirus, and hepatitis B virus in kidney transplant recipients have become available and will also be discussed in the present review. SUMMARY: Kidney transplant recipients are highly-vulnerable to contracting serious infections by way of their immunosuppressed state and their dampened ability to mount an immunogenic response to vaccines. Thus, ongoing advances in vaccination strategies in this group of patients should be an important area of focus of future research in order to help promote healthier living and greater survival postkidney transplant.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.000 | 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 it