Aboriginal Children and Physical Pain: What Do We Know?
Bibliographic record
Abstract
All children experience body pain as a result of medical procedures, vaccinations, and a variety of chronic conditions. Children are a vulnerable population and may be even more at risk to experience pain in under-resourced environments. We know that physical pain in childhood causes suffering to the child, family, and caregivers, and can also cause prolonged physiological and immune effects lasting into adulthood. There is evidence that Aboriginal children and youth experience pain at higher rates than their non-Aboriginal counterparts. First Nations youth report that pain issues have kept them from participating in essential developmental activities such as school and sports. Effective pain care increases a child’s ability to participate in activities that are meant to enhance well-being and prepare them to be healthy adults. Currently, there is no reliable way for First Nations children and youth to convey the intensity and quality of their pain. This makes it difficult for health professionals to measure it and likely influences whether it is adequately treated or not. In this paper, we will discuss some of the historical and cultural perspectives that may be helpful in understanding pain in Aboriginal children. In addition, we will discuss what is known about pain expression, assessment, management, and health professionals’ empathy for pain cross-culturally as well as the next logical steps to address some of these issues.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".