Quality of life of end‐stage renal disease patients and study on the implementation of nocturnal home hemodialysis in Greece
Bibliographic record
Abstract
The aim of this study was to measure the overall health-related quality of life of patients receiving hemodialysis in Greece and to assess willingness, motivation, and concerns about participating in a nocturnal home hemodialysis program. This review measured successfully the quality of life of 146 end-stage renal disease (ESRD) patients undergoing hemodialysis in 10 hemodialysis centers all over Greece and studied the factors that affect their choice to adopt a specific treatment. Physical and mental health status and health-related quality of life, measured by the Kidney Disease Quality of Life Short Form accompanied by the demographic data gathered, provide information that can help to improve ESRD patient care in Greece. A comparison with the Greek general population identifies lower physical functioning scores for the ESRD patients, while the mental functioning scores are comparable with those of the Greek general population. Moreover, it is important to notice the willingness expressed by half of the patients to participate in a potential program of nocturnal home hemodialysis.
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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 | 0.002 |
| 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 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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 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".