Experiences of Nephrology Nurses in Assessing and Managing Pain in Patients Receiving Maintenance Hemodialysis
Why this work is in the frame
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Bibliographic record
Abstract
Chronic kidney disease (CKD) is a major health problem. The purpose of this qualitative study was to describe nephrology nurses' experiences in assessing and managing pain in patients who were receiving maintenance hemodialysis at outpatient units within a tertiary care institution. Semi-structured interviews were conducted with seven nurses, and a thematic analysis was used to analyze data. Themes emerged related to the complexity of pain assessment and management in these patients, who were often elderly. Nurses had to ascertain whether the pain was related to hemodialysis treatment, renal failure, or comorbidities. Nurses described managing pain within the context of the hemodialysis unit, and this required working as a team. Nurses also described the need for a palliative approach in patient care.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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 it