Rethinking the peritoneal dialysis prescription: Results of recent studies (Review Article)
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
Peritoneal dialysis treats uraemia in a way different from hemodialysis. The continuous nature of peritoneal dialysis optimises the removal of uraemic toxins of larger molecular weight, the so-called 'middle molecules'. Initially, there was an appreciation of the efficacy of this kind of slow, continuous dialysis. However, with the growing emphasis on adequacy as defined by small solute kinetics, blood purification by peritoneal dialysis was considered to be inferior to that performed with hemodialysis. With the subsequent publication of studies showing a lack of correlation of small solute clearance parameters with outcome in peritoneal dialysis, attention is again being paid to the benefits of continuous dialysis that treats renal failure in a way not quantifiable by small solute kinetics.
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.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.000 | 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