Forty‐five years on home hemodialysis, a case of exceptional longevity
Bibliographic record
Abstract
End-stage renal disease is associated with dismal long-term survival in general. Home hemodialysis (HHD) has been advocated as a modality affirming better quality of life and longer survival. We report a 62-year-old Caucasian female with end-stage renal disease who has been exclusively on HHD for a total of 45 years, utilizing various platforms over the years. She has been one of the first home dialysis patients of the founding father of renal dialysis in the state of Mississippi, John D. Bower and cared by him throughout his career. Throughout this period, her life bore witness to the evolving technology of dialysis accesses, platforms, and evolution of HHD in its entirety. After review of the literature, we find that the longest vintage time on HHD documented to date was around 35 years. This extraordinary longevity bears testimony to the extraordinary self-motivation of the patient, the dedication of her providers and the true potential of HHD in motivated subjects.
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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 | 0.000 | 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 | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| 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 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".