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
The incidence of metabolic syndrome (MS) is rising worldwide. This is partly due to a significant increase in the prevalence of obesity. Observational cross-sectional studies as well as demographic health surveys from the Middle East, point out that the prevalence of obesity increases from an average of 6% in healthy children to 20% in adolescent males and to a further 32% in elderly patients. The impact of obesity on our population is expected to be considerable; especially, as it feeds into further rising in the prevalence of hypertension, diabetes, MS and cardiovascular disease. The prevalence of MS in nondiabetic adults in Europe was recently reported to be 15%. In the Middle East, as pointed out by pilot observational projects, is estimated to be anywhere between 15-25%. The medical system is unprepared to deal with this epidemic partly due to scanty knowledge on the clinical significance of the MS and importantly as there is a limited number of specific treatments that we can offer these patients.
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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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