Recombinant zoster vaccine and reduced risk of dementia: matched‐cohort study using large‐scale electronic health records and machine learning methodology
Bibliographic record
Abstract
Abstract Background With the world population aging, the number of individuals living with dementia is expected to increase significantly. Vaccination against herpes zoster (HZ) with the live‐attenuated zoster vaccine (ZVL) was associated with a lower risk of being diagnosed with dementia in previous studies. We aimed to determine whether the recombinant zoster vaccine (RZV) immunization is also associated with a reduced risk of dementia diagnosis. Methods This retrospective, observational, matched‐cohort study of adults aged ≥50 years used data from the United States Optum® de‐identified Electronic Health Record data set, covering the period 01‐Oct‐2007–30‐Sep‐2023. A comparison cohort comprising adults vaccinated with the pneumococcal polysaccharide vaccine (PPSV23) was created to mitigate selection bias. Matched cohorts were then formed to compare those vaccinated with ZVL vs PPSV23, RZV vs PPSV23, and RZV vs ZVL, with neither comparison arm having been exposed to the comparator vaccine. Matching (1:1) used a propensity score generated with non‐linear estimators based on 394 variables indicating past diagnoses, medication use, preventive health service uptake, and healthcare service utilization. Using the Nelson‐Aalen estimator, the relative risk (RR) for dementia diagnosis (using ICD‐9/‐10 codes) was compared between the three matched cohorts, at 3 and 5 years post‐vaccination. Results Post‐matching characteristics were balanced between cohorts ( Table ). Compared to PPSV23, ZVL significantly reduced 3‐year (RR: 0.86, 95% confidence interval [CI]: 0.86‐0.90; p<0.0001 ) and 5‐year (RR: 0. 92, 95%CI: 0.89‐0.95; p<0.0001 ) dementia risk. RZV significantly reduced 3‐year (RR: 0.76, 95%CI: 0.69‐0.84; p<0.0001 ) and 5‐year (RR: 0.80, 95%CI: 0.71‐0.90; p<0.0005 ) dementia risk, when compared to PPSV23. Compared to ZVL, RZV was also associated with a significant reduction of 3‐year (RR: 0.73, 95%CI: 0. 60‐0.89; p<0.005 ) and 5‐year (RR: 0.77, 95%CI: 0.64‐0.92; p<0.005 ) dementia risk. Conclusion HZ immunization was associated with a reduced risk of dementia at 3 and 5 years post‐vaccination compared to PPSV23 immunization. RZV was associated with a reduced risk of dementia compared to ZVL at 3 and 5 years post‐vaccination.
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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 | 0.004 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".