Family health conditions and parental occupational status modify the relationship between pediatric-onset multiple sclerosis and parental health-related quality of life
Bibliographic record
Abstract
BACKGROUND: The health-related quality of life (HRQoL) of children with multiple sclerosis (MS) is mediated by the HRQoL of their parents. Understanding factors that modify the relationship between the child's MS diagnosis and parental HRQoL would inform interventions to improve the HRQoL of both parents and children living with MS. OBJECTIVE: We evaluated whether the association between an MS diagnosis during childhood and parental HRQoL is modified by the presence of a family health condition or low socioeconomic position (SEP). METHODS: Parents of children with MS or the transient illness, monophasic-acquired demyelinating syndromes (monoADS), were enrolled in a prospective Canadian study. Multivariable models evaluated whether the association between a child's MS diagnosis (vs. monoADS) and parental HRQoL was modified by ⩾1 family health conditions or low SEP. RESULTS: = 142) were included. We found a synergistic effect of an MS diagnosis and a family health condition on parental HRQoL. We also found a synergistic effect of having MS and a low SEP on parental HRQoL. CONCLUSION: Parents of children with MS who have another family health condition or a low SEP are at particularly high risk for low HRQoL.
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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 | 0.004 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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".