Bibliographic record
Abstract
Daily nocturnal home hemodialysis was developed to satisfy the need for a highly effective, smooth, and cost-effective home dialysis therapy. It combines the benefits of the following dialysis methods: long, frequent, and home hemodialysis. It provides a high dialysis dose for small, as well as large, molecules including beta(2)-microglobulin; improves quality if life; and leads to control of hyperphosphatemia without the need for phosphate binders, as well as dissolution for extraosseous calcifications. Furthermore, it controls blood pressure often without medications, is associated with regression of left ventricular hypertrophy, improves cardiac function, improves anemia as well as nutrition, allows an unrestricted diet, and corrects sleep apnea. Finally, it decreases the overall cost of patient care and improves cost utility when compared to conventional hemodialysis. The main obstacle to its wider utilization is the structure of the current reimbursement system. Along with short daily hemodialysis, long intermittent dialysis, and the convective dialysis techniques, daily nocturnal hemodialysis promises to improve dialysis outcomes.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.004 | 0.001 |
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".