Selecting Peritoneal Dialysis in the Older Dialysis Population
Bibliographic record
Abstract
Selecting peritoneal dialysis (PD) in older individuals is a complex, multi-step process. At each step, older individuals may not have the opportunity to receive PD unless care is optimized. Older individuals are less likely to complete a PD assessment, because of unstable medical conditions, consideration of palliative care, or reluctance to approach frail patients once they are established on hemodialysis (HD). Older individuals are also more likely to have medical or social conditions that contraindicate PD or to have barriers to self-care PD that may not be overcome with support. Older individuals who are eligible for PD may be reluctant to choose it, leaving HD as the default modality. Finally, receipt of PD may be compromised by urgent HD or PD catheter-related complications at the time of insertion. Despite all these challenges, older patients can do very well on PD, so each step should be well understood and optimized in renal programs to maximize PD use in older patients.
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 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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.003 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 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".