Bibliographic record
Abstract
Work-exacerbated asthma (WEA) is the term used to describe the worsening of asthma related to work but not the causation of asthma by work. It is common and has been reported to occur for 21.5% of working asthmatics on average. The frequency and severity may range from a single mild exacerbation that may lead to no time lost at work up to daily or severe exacerbations that may require a permanent change in work. Reports from general population surveys and primary care settings include more patients with short-term or mild exacerbations while those from tertiary care settings reflect the more severe end of the spectrum of severity or frequency, with socioeconomic outcomes that are similar to those of occupational asthma. In the minority of patients with the WEA, whose asthma starts while working, the differential diagnosis includes sensitizer-induced or possible irritant-induced occupational asthma. Optimizing work exposures and asthma management may improve outcome and prevent exacerbations. Worker education and screening of working asthmatics by primary health care workers may also prevent morbidity.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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".