Bibliographic record
Abstract
About 1 out of 4 American conventional dialysis patients die in the first year and 3 out of 5 die within 5 years with no favorable trend in sight. Largely ignored in practice is the evidence accumulated over decades that longer, more frequent dialysis can immediately slash this grim result in half or more. Pierratos has called for a paradigm shift--a disruptive change--in dialysis practice from conventional treatment to daily nocturnal dialysis, performed at home, to realize this dramatic improvement. We examine here how such a paradigm shift might be brought about and suggest that changes in 3 perspectives must occur. First, new dialysis guidelines must be recast from the old goal of minimally adequate to a new goal of best possible. Second, the body of dialysis research must be interpreted through the lens of best possible patient survival and well being, and the near-impossibility of demonstrating dialysis survival advantage through randomized clinical trials must be acknowledged. Finally, dialysis modality must be seen as, most importantly, a survival and well-being choice, not merely a "Lifestyle" choice; hence, it must be the nondelegatable responsibility of the physician, not dialysis center personnel, to advise and prescribe. Many old perspectives, which might stand in the way of this sorely needed paradigm shift are also examined. These old perspectives make up a fabric of excuses that has delayed--and, if not discarded, will continue to delay--progress toward a survival and well-being outlook for dialysis patients just as favorable as might be achieved through kidney 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.
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 | 0.045 | 0.029 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.006 | 0.025 |
| Scholarly communication | 0.012 | 0.020 |
| Open science | 0.003 | 0.008 |
| Research integrity | 0.011 | 0.020 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
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".