CARDIOVASCULAR AND SURVIVAL PARADOXES IN DIALYSIS PATIENTS: Reversing the Risk Factor Paradox: Is Daily Nocturnal Hemodialysis the Solution?
Bibliographic record
Abstract
Reverse epidemiology or risk factor paradox refers to observations that traditional cardiovascular risk factors may not portend the same poor outcomes in the end-stage renal disease (ESRD) population, and may even be protective. If the underlying cause of this paradox is the "unphysiology" of the uremic milieu, as exemplified by the malnutrition-inflammation-complex syndrome, oxidative stress, and other aberrations of normal physiology, we propose that correcting this "unphysiology" could normalize the relationship between the traditional risk factors and their corresponding outcomes. In this review we summarize the growing body of evidence suggesting that daily nocturnal hemodialysis (NHD), a novel intensive form of home-based renal replacement therapy, normalizes many physiological processes, in an effort to support the hypothesis that NHD may reverse the risk factor paradox.
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How this classification was reachedexpand
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.005 | 0.005 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".