Research in pediatric oncology: Engaging parents to strengthen research processes, outcomes and knowledge translation.
Bibliographic record
Abstract
Childhood cancer is the most common disease-related cause of death in Canadian children aged 0-14 years, with more than 1,000 new diagnoses every year (Canadian Cancer Statistics Advisory Committee, 2019). Treatment for childhood cancers requires complex, intensive, and lengthy regimens, often lasting years. Each new diagnosis marks tremendous upheaval in the lives of the child and their family, and an opportunity for nurses in pediatric oncology to make a difference. However, to best intervene, it is crucial to understand the experiences and needs of parental caregivers who have children in treatment for cancer. Patient Oriented Research is one way to bring together patients, family members, researchers, healthcare providers, and decision-makers to actively collaborate, understand best practices, and create transformational positive change in pediatric oncology.
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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 | 0.237 | 0.329 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.007 | 0.009 |
| Scholarly communication | 0.010 | 0.012 |
| Open science | 0.003 | 0.014 |
| Research integrity | 0.004 | 0.009 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
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; the direct Gemma label and the distilled Codex classifier 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".