Alexithymia in patients with left-hemispheric cerebral infarction in the late recovery period
Bibliographic record
Abstract
AIM: To study emotional status, including alexithymia, anxiety and depression, in patients with cerebral infarction in the area of the middle cerebral artery (on the left side) in the late recovery period and to develop a method for correction of the damage. MATERIAL AND METHODS: The study included 30 patients with cerebral infarction in the area of the middle cerebral artery (on the left side). A comparison group consisted of 10 patients with chronic brain ischemia. RESULTS AND CONCLUSION: The results have demonstrated the correlation between the level of alexithymia and the severity of neurological deficit, sex-related level of anxiety and depression. The cerebral infarction impacts on the level of alexithymia. Alexithymia in patients with cerebral infarction affects the adequate self-esteem of physical and mental condition that may complicate the rehabilitation of these patients and demands correction as a combination of pharmacotherapy and psychotherapeutic intervention.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| 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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".