STATE OF COGNITIVE FUNCTIONS IN ABLE-BODIED MEN DRIVING MOTOR TRANSPORT
Bibliographic record
Abstract
We have assessed cognitive functions in 103 able-bodied men (66 men were drivers; 37 men were in the control group, their profession was not connected with vibration). In each group, healthy patients and patients with arterial hypertension (AH) were separated. The cognitive functions were studied with use of the Montreal Cognitive Assessment Scale (MoCA-test). Cognitive disorders were found in 45.5 % of the drivers and in 29.7 % of the men from the control group. A correlation between the level of the MoCA-test index and the profession of the drivers has been found. Statistically significant between-group differences in the state of delayed memory, attention, orientation, verbal fluency of the drivers and the control group (with the significance level of p < 0.05) have been found.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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 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".