The disorders of verbal communication in patients with diabetes mellitus type 2: Causes and treatment
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
© Medwell Journals, 2015. The study describes the decline of verbal and communicative functions in patients with diabetes mellitus type 2. The researchers reveal the causes of verbal communication impairment and describe some methods of its estimation (baseline neurocognitive tests, Mini-Mental State Examination and Montreal Cognitive Assessment) as well as the research outcomes. We discuss certain problems of verbal contact in these patients from neurological, neurolinguistic and neuropsychological points of view. Verbal communication disorders evidently declare themselves through short and long-term verbal memory impairments and language attention decline. They negatively affect cognitive functions, significantly reducing the patient’s capability for adequate communication. The researchers suggest some ways of medical and linguistic assistance to patients with diabetes mellitus type 2 in clinical practice. They accentuate the need for timely diagnostics and help for these patients. The research was conducted at Department of Neurology No. 1, Republic Clinical Hospital No. 2 (Kazan, Russia), the clinical base of Kazan Federal University.
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 | 0.006 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.000 | 0.021 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.004 | 0.001 |
| Research integrity | 0.001 | 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