International Survey of Pediatric Oncologists' Beliefs and Communication Practices Regarding Symptom Self-Monitoring by Childhood Cancer Survivors
Bibliographic record
Abstract
PURPOSE: Childhood cancer survivors report self-monitoring for and worrying about symptoms of disease recurrence and secondary cancers, although symptom-related worry is associated with poorer health-related quality of life. This survey captured pediatric oncologists' beliefs and communication practices regarding symptom self-monitoring for childhood cancer survivors. METHODS: Using a closed-loop snowball sampling technique, pediatric oncologists completed an online survey regarding the importance of symptom self-monitoring for off-therapy patients, the degree to which symptom self-monitoring was perceived to cause stress and worry, and communication practices. RESULTS: = 47 years) from every continent except Antarctica participated. Oncologists believed it is important for off-therapy patients to self-monitor for symptoms of cancer recurrence (90%) and treatment late effects (94%), although some noted that recurrence (30%) and late effects (55%) are typically detected by routine surveillance before symptoms appear. Oncologists varied in their beliefs that off-therapy patients do (31%) or do not (31%) worry unnecessarily about symptoms of recurrence. Two thirds (62%) of oncologists reported often/always discussing with off-therapy patients which symptoms could indicate cancer recurrence, whereas fewer than half (43%) often/always discussed which symptoms were unlikely to indicate recurrence. Oncologists identified a need for education regarding how to communicate around symptom self-monitoring and the potential utility of a screening tool to identify those who worry excessively. CONCLUSION: Despite nearly universal belief that their off-therapy patients should self-monitor for symptoms of disease recurrence and late effects, a substantial proportion of pediatric oncologists do not counsel patients on symptom self-monitoring. Since nearly one-third believe that off-therapy patients worry unnecessarily about symptoms of recurrence, improving patient education regarding which symptoms are and are not medically concerning could decrease stress and improve health-related quality of life for pediatric cancer survivors.
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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 | 0.007 | 0.018 |
| 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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; a candidate call from one teacher head, 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".