Understanding the Supportive Care Needs of Parents of Children With Cancer: An Approach to Local Needs Assessment
Bibliographic record
Abstract
The objective of this study was to conduct an assessment of supportive care needs from the perspective of parents of children diagnosed with cancer within an urban-rural region in Eastern Ontario, Canada. Guided by a conceptual framework for supportive care, the exploratory, mixed-method study used a standard needs survey and semistructured interviews. Fifteen parents completed (75% response rate) the survey, and 3 parents participated as key informants in the follow-up interview. Parents reported needs in all 6 of the need categories outlined within the Supportive Care Needs Framework. The proportion of parents expressing a need ranged from 23% to 39%. Dealing with the fear of their child's cancer spreading was frequently identified by parents. Emotional and informational needs were the 2 most frequently acknowledged categories of need. With further refinement, the use of the conceptual framework will provide a methodology for planning care based on the individual needs identified by parents of children with cancer.
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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 | 0.005 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| 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".