Conservative Kidney Management and kidney Supportive Care: Essential Treatments for Kidney Failure
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
Kidney supportive care (KSC) and conservative kidney management (CKM) are essential treatments for kidney failure (KF) but are nonexistent, poorly developed, and/or poorly integrated with kidney care across low-, middle-, and high-income countries. This article reviews the updated definitions and evidence for KSC and CKM and discusses who will most benefit from these treatments. Conservative kidney management involves highly individualized active treatment that comes with its own set of recommendations that focus predominantly on patient-specific goals and health-related quality of life. The recommendations for managing the complications of kidney failure and the symptoms of pain, restless legs, uremic pruritus, nausea and vomiting, poor sleep and fatigue, and breathlessness in people receiving CKM are reviewed. Additional considerations for delivering CKM in low resource settings are discussed.
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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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 it