The pivotal role of sodium balance in control of blood pressure in dialysis patients
Bibliographic record
Abstract
Abstract In hemodialysis patients, as in patients with normal kidney function, sodium balance is the major determinant of changes in extracellular volume, and extracellular volume is an important determinant of blood pressure. The osmotic thresholds for thirst and ADH release are normal in kidney failure; pre‐dialysis serum sodium concentration shows a high index of individuality in oliguric hemodialysis patients. Non‐osmotic storage of sodium in vascular walls may also amplify the volume‐sensitivity of blood pressure. The variable relationship between volume removal and change in blood pressure described in clinical studies reflects a state of permanent volume expansion in those whose blood pressure does not fall, or rises, during dialysis, whereas those whose blood pressure falls during dialysis are those who approach normovolemia. Rigorous control of extracellular volume often results in perfect blood pressure control, but may be difficult to achieve safely other than with long, slow dialysis combined with dietary salt restriction.
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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 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".