Bibliographic record
Abstract
PURPOSE OF REVIEW: This review attempts to contextualize some of the clinically important publications of the last 2 years as they relate to the broad topic of dyspepsia and peptic ulcer disease, both Helicobacter pylori and nonsteroidal anti-inflammatory drug-related. RECENT FINDINGS: This review includes findings which provide insight with regard to the triaging of dyspeptic subjects, information on new proton pump inhibitor drugs and H. pylori eradication 'rescue regimens'. The 'COX-2 debacle' is discussed and new data relating to the efficacy of co-therapy strategies for the prevention of nonsteroidal anti-inflammatory drug gastropathy are presented, while the use of antiplatelet agents as 'safe' substitutes for aspirin cardioprophylaxis is questioned. The important issue of proton pump inhibitor safety and nonsteroidal anti-inflammatory drug enteropathy are addressed. SUMMARY: The review provides a summary and interpretation of literature pertaining to the above issues, and should provide a point of departure for clinical decision-making relevant to these issues.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 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 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".