Bibliographic record
Abstract
PURPOSE OF REVIEW: The period under review has seen little evolution in our understanding of the empiric management of dyspepsia. The role of Helicobacter pylori in this setting remains controversial, and a policy of risk stratification with the prudent use of test and treat and symptomatic therapy, with endoscopy for nonresponsive cases, seems to have some support from the literature in this period. RECENT FINDINGS: The management of nonsteroidal antiinflammatory drug-associated and aspirin-associated complications has received a lot of attention in the period under review. The COX-2 selective agents have maintained their reputation as safer (but not "safe") options, although some of the original work with one of these agents has been rigorously interrogated and found wanting. Studies in the review period have focused our attention on the less than satisfactory protection of proton pump inhibitor cotherapy, the site-specific nature of ulcer recurrences (which may have therapeutic implications), lower gastroenterology complications associated with NSAID use, and the beneficial effect of proton pump inhibitor cotherapy for patients receiving low-dose aspirin. One should also expect a lot more information in the future with regard to the use of the nitric oxide donating class of nonsteroidal antiinflammatory drugs and aspirin. SUMMARY: Findings are presented that suggest that the H.pylori stool antigen test is not as reliable as the urea breath test, while the most promising "new therapy" for H. pylori is not new, but rather an amalgam of some older drugs combined in a new "quadruple" therapy strategy, which shows some promise.
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 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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.002 |
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".