Does Respiratory Syncytial Virus (RSV) infection in the first two years of life contribute to the development of asthma among children in Manitoba?
Bibliographic record
Abstract
The study was conducted with a total of 13980 children of the 1995 birth cohort, who were living in Manitoba by the end of December, 2006. Higher frequency of RSV-associated LRTI before 2 years was associated with higher risks of asthma diagnosis at 7 and 11 years and also with risks of transient wheeze and early persistent asthma. Higher risk of asthma diagnosis was associated with more severe episode(s) of RSV-associated LRTI within the first 2 years of life. First clinically significant RSV-LRTI between 6 and 12 months was associated with the highest risks of asthma diagnosis at 7 and at 11 years. But first RSV-associated LRTI within the first 6 months of life was associated with the highest risk of asthma/transient wheezing before the age of 3 years and early persistent asthma and transient wheeze. These associations were diminishing with increasing age of the children of the study cohort.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".