Effect of the Clinical Support Nurse Role on Work-related Stress for Nurses on an Inpatient Pediatric Oncology Unit
Bibliographic record
Abstract
High patient acuity, heavy workload, and patient deaths can all contribute to work-related stress for pediatric oncology nurses. A new leadership role, the clinical support nurse (CSN), was recently initiated on the oncology unit of a large Canadian pediatric hospital to support frontline staff and reduce some of the stresses related to clinical activity. The CSN assists nurses with complex patient care procedures, provides hands-on education at the bedside, and supports staff in managing challenging family situations. This study explores the effect of the CSN role on the nurses' work-related stress using the Stressor Scale for Pediatric Oncology Nurses. A total of 58 nurses participated in this study for a response rate of 86%. The results show that the intensity of work-related stress experienced by nurses in this study is significantly less (P < .001) on shifts staffed with a CSN compared with shifts without a CSN.
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How this classification was reachedexpand
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 | 0.012 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.004 |
| 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".