Intensive Hemodialysis in the (Nursing) Home: the Bright Side of Geriatric ESRD Care?
Bibliographic record
Abstract
Elderly ESRD patients often lose functionality when they start dialysis, which may be due to a variety of clinical problems. We recently postulated that intensive (longer and/or more frequent) hemodialysis (HD) may be the ideal strategy to try to prevent these ESRD- and dialysis-related complications, including dialysis-induced hypotension, cardiac and cerebral events, malnutrition, infections, sleep problems, and psychological issues. The feasibility of home dialysis therapies has been demonstrated in observational studies. As self-care dialysis is often a challenge in the elderly patient, assisted intensive home HD may facilitate the long-term continuation of this modality. Intensive nursing home HD seems to be an attractive goal for the future because many elderly ESRD patients reside in an extended care facility. Combination with rehabilitation and support by social worker and psychologist remains crucial in the holistic approach toward the elderly ESRD patient. Further studies are required to test the potential protective effects of intensive HD on functionality and quality of life in elderly ESRD patients, and to elucidate the mechanisms underlying frailty and other geriatric syndromes in this highly vulnerable patient population.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".