Quality-of-Life, Psychological, and Cost Outcomes 2 Years After Diagnosis of Occupational Asthma
Bibliographic record
Abstract
OBJECTIVE: To examine the association between clinical and socioeconomic variables and their influence on psychological and cost outcomes in patients with occupational asthma (OA). METHODS: Longitudinal study of 60 subjects who claimed compensation for OA in Quebec. Besides clinical markers of asthma, quality of life (QOL), psychological distress (PD) measures, and an instrument to diagnose mental disorders were used. RESULTS: The QOL and PD parameters had moderate correlations with clinical markers of OA. Asthma severity, employment, marital status, income, and the length of employment with the employer showed the strongest associations with QOL and PD. More-impaired QOL was associated with higher direct costs for compensation. CONCLUSION: Impaired QOL and PD are frequent among subjects with OA receiving compensation and are associated with clinical markers of OA and socioeconomic factors.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".