Adult asthma hospitalisations decreased markedly in Finland and Sweden between 2006 and 2022
Bibliographic record
Abstract
A decreasing trend in asthma hospitalisations among Finnish and Swedish children has been reported. However, possible changes in asthma hospitalisations among adults are incompletely characterised. We aimed to investigate the incidence of adult asthma hospitalisations in Finland and Sweden from 2006 to 2022 using Finland's National Hospital Discharge Register and Sweden's National Patient Register. During the study period, the incidence of asthma hospitalisations decreased by 65.8% in Finland (from 84.9 to 29.0 per 100 000 person-years) and by 52.5% in Sweden (from 31.4 to 14.9 per 100 000 person-years). The incidences of asthma hospitalisations were distinctly higher in Finland compared with Sweden at the start of the study period but approached parity among both sexes.
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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 | 0.000 | 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 | 0.000 |
| 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".