The degree of alexithymia in type 2 diabetes mellitus patients and its association with medical and demographic parameters
Bibliographic record
Abstract
Aim. To study the degree of alexithymia (an inability to understand and to express emotions verbally) and its relationship to medical and demographic parameters in patients with type 2 diabetes mellitus (DM) versus control group individuals. Subjects and methods. 265 patients with type 2 DM and 65 gender- and age-matched control individuals were examined. The degree of alexithymia was rated by the 26-Item Toronto Alexithymia Scale (TAS-26). Survey, anthropometry, and laboratory tests were made. Results. Carbohydrate metabolism was decompensated in the majority of the patients with DM; its complications were detected in most cases. The patients with type 2 DM compared with the controls had higher alexithymia levels; significant alexithymia was more frequently recorded (47.2% versus 21.5%; р
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How this classification was reachedexpand
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".