The Lived Experiences of Children and Adolescents With End-Stage Renal Disease
Bibliographic record
Abstract
Relatively little is known about how children perceive and manage end-stage renal disease (ESRD) in daily life. To address this gap in the literature, the experiences and perceptions of children with ESRD were examined in this study. Study design comprised ethnographic interviews with 25 children and adolescents ages 7 to 18 years. Semistructured interviews were audiotaped, transcribed verbatim, and subjected to content analysis. Participants received a range of ESRD treatments including transplantation and dialysis. Findings indicate that ESRD has a profound impact on children. They described a range of challenges and experiences including not feeling "normal"; developing ESRD knowledge; frequent absence from school; gaining responsibility for ESRD care; relying on family, friends, and health care providers; and adjusting despite adversity. These findings depict a multifaceted, dynamic perspective engendered in tensions as children and adolescents grapple with adversity yet experience personal growth and resiliency. Implications and recommendations for clinical practice and research are discussed.
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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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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".