Когнитивные нарушения при сахарном диабете 2 типа
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
This review presents the modern ideas about cognitive impairments, that appear in patients with a diagnosis of type 2 diabetes. At this article presented epidemiologic data, proving increasing frequency of occurrence of cognitive disfunctions in type 2 diabetes. Discusses the levels of cognitive impairment and the most well-known methods of diagnosis. In particular, discusses the methods of diagnosis of cognitive impairment using neuropsychological screening scales such as the brief scale of mental status estimation (MMSE), the Battery of tests for frontal dysfunction (FAB), Montreal rating scale of cognitive functions (MoCA). Conducted analysis of available modern studies demonstrating the phenomenon of cognitive impairment, as manifestations of type 2 diabetes, and presented modern ideas about the pathogenesis of cognitive impairments in type 2 diabetes, proving multifactorial of this pathology.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.019 |
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