Patient experiences and preferences on short daily and nocturnal home hemodialysis
Bibliographic record
Abstract
Quotidian/intensive hemodialysis (short daily and nocturnal) has variable effects on health-related quality of life (HRQOL) as measured by standard HRQOL tools. We sought to understand the perceived benefits and limitations of quotidian dialysis by interviewing patients who had switched from conventional to home quotidian dialysis. We used a qualitative, phenomenological approach to explore the perceived benefits of quotidian dialysis from 10 patients using either short daily or nocturnal hemodialysis at a tertiary health care center in London, Canada. The patients varied in gender, age, employment status, home support, physical capacity, primary cause of kidney disease, previous forms of renal replacement therapy, and level of education. Four major themes emerged: (1) improvement in physical and mental well-being including better blood pressure and concentration, (2) increased control over patient's own life including time availability, choosing when to dialyze, and dialyzing at home, (3) decreased perception of being sick including returning to regular employment and avoiding sicker patients who must have in-center dialysis, and (4) identification of the competencies and supports required for quotidian dialysis including ability to provide self-care, supportive family, and medical support. Our findings suggest when patients' willingness and physical ability to use quotidian dialysis are coupled with education and support systems to assist patients' and families' self-directed care, patients qualitatively perceive benefits of both increased physical and mental health, both measures of health-related quality of life.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".