Perspectives on ability to work from patients’ receiving dialysis and caregivers: analysis of data from the global SONG initiative
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
BACKGROUND: Patients receiving dialysis have low employment rates, which compounds poorer health and socioeconomic outcomes. Reasons for under- and unemployment remain underexplored. We aimed to describe the perspectives of patients receiving hemodialysis (HD) or peritoneal dialysis (PD) and their caregivers on ability to work. METHODS: Data was derived from adult patients' and caregivers' responses from 26 focus groups, two international Delphi surveys and two consensus workshops conducted through the Standardized Outcomes in Nephrology (SONG-HD) and SONG-PD programs. Our secondary thematic analysis identified concepts around ability to work. RESULTS: Five hundred four patients and 146 caregivers from 86 countries were included. We identified five themes: financial pressures and instability (with subthemes of rationing the budget with increased expenditure, losing financial independence and threatened job security); struggling to meet expectations (burdened by sociocultural norms and striving to protect independence); contending with upheaval of roles and responsibilities (forced to establish a new routine to accommodate work, symptoms disrupting work, prioritizing work and other duties, and adjusting to altered capacity to work); enabling flexibility and control (employment driving decisions about dialysis modality and schedule, workplace providing occupational safety and adaptability, requiring organizational support and planning for a future career); and finding purpose and value (accepting and redefining identity, pride and fulfillment, and protecting mental well-being). CONCLUSIONS: Employment enabled patients to maintain their identity, independence, financial security and mental health. Symptom burden, workplace inflexibility and juggling roles are major challenges. Interventions addressing motivation, workplace flexibility and safety, and establishing goals and routines could support patients' capacities to work, thereby improving overall well-being and productivity.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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