PM2.5 and Emergency Room Visits for Respiratory Illness: Effect Modification by Oxidative Potential
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Rational: Fine particulate air pollution (PM2.5) is thought to contribute to acute respiratory morbidity in part through oxidative stress. Objective: To examine the association between PM2.5 oxidative burden and emergency room visits for respiratory illnesses. Methods: We conducted a case-crossover study in Ontario, Canada between 2004-2011 including 128,731 cases of asthma, 301,110 cases of chronic obstructive pulmonary disease, and more than 1.1-million cases of all respiratory illnesses. Daily air pollution data were collected from ground monitors and regional PM2.5 oxidative potential was measured using a synthetic respiratory tract lining fluid containing the antioxidants glutathione and ascorbate. Conditional logistic regression was used to estimate associations between interquartile changes in air pollution concentrations and emergency room visits adjusting for time-varying covariates. Results: Three-day mean PM2.5 concentrations were consistently associated with emergency room visits for all respiratory illnesses. Among children (<9 years) each interquartile change in 3-day mean PM2.5 was associated with a 7.2% (95% CI: 4.2, 10) increased risk of emergency room visits for asthma. Regional differences in glutathione-related oxidative potential modified the impact of PM2.5 on emergency room visits for respiratory illnesses (p=0.001), but only at low concentrations (≤ 10 µg/m3). Regional differences in ascorbate-related oxidative potential did not modify the impact of PM2.5 on respiratory outcomes. Conclusions: Glutathione-related oxidative potential may modify the impact of PM2.5 on acute respiratory illnesses at low PM2.5 concentrations. This may explain in part how small changes in ambient PM2.5 mass concentrations can contribute to acute respiratory morbidity in low pollution environments.
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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 it