Factors Affecting Loss of Residual Renal Function(s) in Dialysis
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
Many physiological processes relate to two aspects of kidney function: (1) excretory and secretory (excretion of electrolytes and water, elimination of metabolic end products and uremic toxins, regulation of the acid-base status), and (2) endocrine functions (regulating bone and mineral metabolism and red blood cell production). Decreases in renal functions are known to be associated with shortened survival. The exact mechanisms for this are still to be elucidated but evidence in the literature suggests mechanisms such as adverse effects of accumulation of uremic toxins, fluid overload, inflammation and possibly loss of antioxidant functions. Knowledge of factors affecting decrease of residual renal function is currently based on observational data only. Possible strategies to preserve residual renal function have been suggested but require confirmation in adequately powered prospective trials to test their effectiveness.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| 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