Outcomes of spousal versus parental donor kidney transplants: A comparative study
Bibliographic record
Abstract
INTRODUCTION: Parents and spouse constitute 70% of organ donors in India. Some centres use induction immunosuppression (IS) for all spousal transplants considering it as an immunologically high risk. This study was designed to compare the outcomes of transplant recipients who received parental donors (PDs) and spousal donors (SDs) without any induction IS. METHODS: It was a retrospective study conducted at a tertiary care hospital in South India. Adults aged 18 years or above who underwent renal transplantation from a SD or PD between January 2006 and December 2016 were included in the study. RESULTS: < 0.05). There was no significant difference between acute rejection, patient loss, mean survival, graft survival (uncensored), and death censored graft survival between two groups. CONCLUSION: The outcomes of immunologically low-risk transplant recipients who have received PD and SD are similar and induction immunosuppression can be avoided in these patients.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".