Post-publication record
Source: Retraction Watch, joined by DOI. OpenAlex records retraction as is_retracted, a boolean over a state space with at least four values, so it cannot express an expression of concern, a correction or a reinstatement; it reports them as false, which reads as “fine”.
Bibliographic record
Abstract
BACKGROUND: This review considers management strategies (combinations of initial investigation and empirical treatments) for dyspeptic patients. OBJECTIVES: To determine the effectiveness, acceptability, and cost effectiveness of the following initial management strategies for patients presenting with dyspepsia (a) initial pharmacological therapy (including endoscopy for treatment failures) (b) early endoscopy (c) testing for Helicobacter pylori and endoscope only those positive (d) H.pylori eradication therapy with or without prior testing. SEARCH STRATEGY: Trials were located through electronic searches and extensive contact with trialists. SELECTION CRITERIA: All randomised controlled trials of dyspeptic patients presenting in primary care. DATA COLLECTION AND ANALYSIS: Data was collected on dyspeptic symptoms, quality of life and use of resources. MAIN RESULTS: Ten papers reporting 12 comparisons were found. Trials comparing proton pump inhibitors (PPI) with antacids (2 trials) and H2 receptor antagonists (3 trials), and of early endoscopy compared with initial acid suppression (3 trials) were pooled. PPIs were significantly more effective than both H2RA s and antacids. Relative risks (RR) and 95% CI were, for PPI: antacid 0.72 (0.64-0.80), PPI: H2RA 0.63 (0.47-0.85). Results for other drug comparisons were either absent or inconclusive. Early endoscopy was not more effective than initial prescribing (RR 0.90 (0.77-1.04), but current studies lack power. No eligible trials of H.pylori test and endoscopy or test and eradicate were found. REVIEWER'S CONCLUSIONS: PPIs are effective in the treatment of dyspepsia in these trials which may not adequately exclude patients with gastro-oesophageal reflux disease. The relative efficacy of H2RA and PPI is uncertain. Early investigation may benefit some patients with dyspepsia. The review will be updated shortly with several large trials that have recently been completed.
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 | 0.003 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.003 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 0.001 |
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".