Clinical and dopplerographic characteristics of headache at men and women with discirculatory encephalopathy
Bibliographic record
Abstract
The goal of the research was the comparative analysis of headache clinical implications and ultrasonographic characteristics at women and men with dyscirculatory encephalopathy (DE). 72 women (middle age 64.3) and 48 men with dyscirculatory encephalopathy (DE) of l-ll stage comparable to their age (middle age 65.0) have been examined. The examinations were organized using diagnostic criteria of the International classification of headache disorders (ICDH — II, 2003), headache diary and the McGill Pain Questionnaire. Headache intensity was estimated bythe Visual Analog Scale. Cerebral hemodynamics changes were examined by means of duplex ultrasound of cerebral great vessels and transcranial duplex scanning. The comparative analysis revealed the predomination of tension-type headache among women with DE. They also surpassed men-patients in the indicators of headache intensity, attack duration and frequency. With the help of transcranial duplex scanning (TCDS)was revealed that women with headache were characterized by more severe abnormal venous outflow from the brain. The received data may be important for individualiza-tion of therapeutic approaches at men and women with headache and DE.
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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 | 0.001 | 0.001 |
| 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) | 0.002 | 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".