PSYCHOSOCIAL FACTORS IN PATIENTS WITH CHRONIC KIDNEY DISEASE: Frequent Hemodialysis and Psychosocial Function
Bibliographic record
Abstract
Studies suggest that more frequent hemodialysis (HD; short daily and long nocturnal dialysis) may be associated with a variety of clinical benefits, including improvement in blood pressure, anemia, and hyperphosphatemia, regression of left ventricular hypertrophy, and reduced rates of hospitalization. Whether these clinical benefits are paralleled by improvements in health-related quality of life (HRQOL) has been unclear. In addition, the psychosocial burden of more intensive HD schedules has not been critically evaluated. Recent reports have suggested beneficial effects of frequent HD on global HRQOL, dialysis-related and uremic symptoms, patient satisfaction, and psychosocial burden. However, the interpretation of many of these studies is restricted by limitations in study design, follow-up, and generalizability. This article reviews the current literature focusing on psychosocial and HRQOL effects of frequent HD and suggests future directions for research in this important area.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".