Sleep quality in people with chronic pain undergoing hemodialysis
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
Objective: to evaluate sleep quality in people with chronic pain undergoing hemodialysis. Methods: observational, prospective, and cross-sectional study carried out in two hemodialysis clinics. The sample was formed by 76 people with chronic kidney disease and chronic pain who were undergoing hemodialysis. We used a sociodemopgrahic and clinical form, the visual analogue scale for pain, the McGill questionnaire, and the Pittsburgh Sleep Quality Index. Results were analyzed using descriptive and inferential statistics and correlation tests. Results: most participants had very poor sleep quality. There was a correlation between sleep quality and the visual analogue scale for pain (p=0.027). There was a negative correlation between McGill pain scale descriptors and sleep quality (p=0.033). Conclusion: the sleep quality levels of most participants suffered alterations and were classified as poor or very poor. Contributions to practice: this study provides data on correlations associated with the sleep quality of patients with chronic pain undergoing hemodialysis. It also gives support for nursing teams to develop interventions to improve the sleep quality of these patients.
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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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it