Prediabetes: a must to recognise disease state
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
UNLABELLED: Prediabetes mellitus (PDM) is defined as a state of abnormal glucose homeostasis in which deficiency or resistance to insulin is the hallmark. PDM precedes the development of overt type 2 DM. It is associated with increased mortality and morbidity and thus fits well with the criteria of a disease condition. Framing PDM as a disease and not a risk or a 'pre' stage for diabetes is needed to facilitate early management. AIM: This review aims therefore to increase awareness of PDM as a disease state. METHODS: To do so, we shall preview guidelines for its diagnosis. Its prevalence and hazards will be then discussed. Finally, we shall elaborate on the current treatment guidelines. RESULT: Enough evidence support the notion that PDM is a curable disease state. CONCLUSIONS: The current recommendations for the treatment of PDM should be adhered. In addition, there is a room for the use of other pharmacological agents.
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 | 0.001 | 0.025 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 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 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it