Proton Pump Inhibitors and Dementia: Deciphering the Data
Bibliographic record
Abstract
Proton pump inhibitors (PPIs) are effective and suppressing acid, and therefore have efficacy against gastric acid-related disorders. The long-term safety of PPIs is less clear and there have been a number of studies raising concerns regarding risk of pneumonia, fracture, Clostridium difficile, chronic renal failure, and dementia. This latter concern is addressed by a study in this issue of AJG using health care registry data and found there was no association between PPI use and Alzheimer's dementia. Furthermore, there was no increased risk of dementia with long-term use of PPIs or higher doses of PPIs. Discrepancies between studies probably relate to multiple testing and residual confounding and currently there is insufficient evidence to suggest that the association between PPIs and dementia is causal.
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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 | 0.006 | 0.036 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.004 | 0.009 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.021 | 0.029 |
| Insufficient payload (model declined to judge) | 0.006 | 0.004 |
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".