Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
BACKGROUND: Dyspepsia is a global problem and the management of the condition remains a considerable burden on health care resources. Many countries have adopted evidence-based guidelines for the management of the condition, in an attempt to reduce health care expenditure. This article compares and contrasts dyspepsia management guidelines from several geographical regions. METHODS: We obtained current guidelines from five regions and examined composition of guideline development groups, methodology involved, definition of dyspepsia utilized, and recommendations in terms of first-line approach, age cutoff for prompt upper gastrointestinal (GI) endoscopy, and subsequent role of endoscopy. RESULTS: All guidelines carried out extensive reviews of the literature to inform their recommendations. The majority used a definition of dyspepsia in line with the Rome criteria. All agreed that alarm symptoms at any age warranted prompt endoscopy, and most recommended an age cutoff of between 50 and 55 years for endoscopy as an initial management strategy. In young patients without alarm symptoms, either 'test and treat' or empirical acid suppression were the initial management strategies of choice in all cases, with only one guideline recommending mandatory endoscopy in those whose symptoms failed to settle after this approach. CONCLUSIONS: Despite varying composition of guideline development groups and the different geographical regions, the recommendation of all the guidelines were remarkably similar, reflecting the quality of research conducted by the GI community as a whole.
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.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 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 | 0.000 |
| 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 it