Normalization Strategies of Children With Asthma
Bibliographic record
Abstract
Despite understanding the physiologic effects of childhood asthma, less is known about how children perceive living with asthma. We undertook semistructured, in-depth interviews with 11 boys and 11 girls (all aged 11) drawn from a larger ongoing asthma study of Manitoba children born in 1995. All had asthma, as diagnosed by a pediatric allergist. We sought to further understand how children perceive asthma. Children spoke of feeling different and commonly used words such as "pain" and "hurt." We have categorized children's strategies to normalize their lives as (a) minimizing the health impact, (b) stressing normality, (c) emphasizing abilities, (d) making adaptations in daily living, and, (e) managing symptoms with medications. These findings suggest that aspects of other researchers' work regarding normalization efforts of children with various chronic diseases also apply in a chronic condition that is less obvious.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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".