Bibliographic record
Abstract
An evaluation of the incidence of early postoperative cognitive dysfunction (PDCD) in patients after various operations performed under conditions of general anesthesia was implemented. To assess cognitive abilities, the Montreal Cognitive Evaluation Scale (MoCA) and the 10-word test, was used. A study was made of the state of cognitive functions in the postoperative period after various operations under conditions of general anesthesia in 112 patients (40 women and 72 men) with a neurological and psychosomatic history. It was found that general anesthesia causes a decrease in cognitive parameters from 3 to 7 days and within 1-3 months after surgery in 55.3% of patients. The conducted study confirms the high prevalence of cognitive dysfunction in anaesthesiological practice in the postoperative period. The practical significance of the PDCD concept is the possibility of prevention, early diagnosis of cognitive disorders and the initiation of neuroprotective treatment in the postoperative period.
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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 | 0.000 | 0.008 |
| 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) | 0.000 | 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".