Air pollution and cognitive function among a cohort of older women in Germany
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
Background: Research on air pollution and cognitive function is limited particularly among older women. A genetic risk factor for cognitive decline is the allele apolipoprotein ε4 (APOE ε4) but little is known about its potential interaction with air pollution. We investigated associations between long-term exposure to ambient air pollution and cognitive status in older women. We assessed effect modification by APOE ε4 status.Methods: In a follow-up examination of the SALIA cohort in 2012-13, 542 women aged ≥65 years living in Germany were clinically examined. Cognitive function was assessed using the CERAD-Plus neuropsychological test battery. APOE ε4 polymorphisms were assessed using buccal swabs or blood samples. Covariate information was obtained by interview. Long-term concentrations of particulate matter <2.5µm in diameter (PM2.5), nitrogen dioxide, black carbon and ozone modelled by fine spatial scale (100m x 100m) hybrid land-use regression were assigned to residential addresses. Cross-sectional associations were assessed using logistic regression models adjusted for age, body mass index, APOE ε4 status, depression, educational level, and smoking. Effect modification by APOE ε4 status was tested with interaction analysis and stratification. Results: Annual ozone concentrations were associated with an increased risk of lower performance of psycho-motoric domains assessed by the trail-making test (OR=1.62, 95%CI 1.04-2.59). No associations were found with other cognitive domains. APOE ε4 status modified the effect of: annual ozone in those without APOE ε4 allele with lower semantic memory (OR=2.01, 1.36-3.03) compared to those with APOE ε4 (OR=1.10, 0.62, 2.01); annual PM2.5 in those with APOE4 ε4 with lower visuospatial function (OR=1.90, 1.06-3.48) and psycho-motoric function (OR=1.93,1.05-3.64) compared with those without APOE4 ε4 (OR=0.79, 0.56, 1.12) and (OR= 0.94, 0.68, 1.30) respectively. Conclusion: Ozone and PM2.5 exposures may be a risk factor for lower cognitive function among older women, but the risk may vary depending on APOE ε4 status.
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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) | 0.001 | 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 it