‘It’s the empathy’—defining a role for peer support among people living with chronic kidney disease: a qualitative study
Bibliographic record
Abstract
OBJECTIVES: Persons with advanced chronic kidney disease (CKD) have unique support needs associated with managing a chronic yet often silent condition, complex treatment-related decisions and care transitions. The aim of this study was to explore perspectives on how peer support could address CKD support needs and augment care. DESIGN: This study employed a qualitative descriptive methodology. Data were collected through focus groups (cofacilitated by patient partners) and semistructured interviews. SETTING: Four multidisciplinary CKD clinics across Southern Alberta, Canada. PARTICIPANTS: We purposively sampled among adult patients with advanced, non-dialysis CKD and their caregivers, as well as trained peer mentors from The Kidney Foundation of Canada's Kidney Connect programme. ANALYSIS: Transcripts were coded in duplicate, and themes were generated inductively through a thematic analysis approach. RESULTS: We conducted seven focus groups with a total of 39 patient and caregiver participants. Seven patients and caregivers who were unable to attend a focus group and 13 peer mentors participated in a telephone interview. Although patients and caregivers had limited awareness of peer support, participants acknowledged its central role in affirming their experiences and enabling confidence to live well with kidney disease. We identified four themes related to the anticipated role of peer support in addressing support needs for people with non-dialysis CKD: (1) creating connection; (2) preparing for uncertainty; (3) adapting to new realities; and (4) responsive peer support delivery. Aligning peer support access with patient readiness and existing CKD management supports can promote optimism, community and pragmatic adaptations to challenges. CONCLUSIONS: Patients, caregivers and peer mentors highlighted a unique value in the shared experiences of CKD peers to anticipate and manage disease-related challenges and confidently face a future living with kidney disease.
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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 | 0.020 | 0.023 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.016 | 0.016 |
| Scholarly communication | 0.005 | 0.006 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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".