The Effects of Hyperlipidemia on Postoperative Cognitive Dysfunction in Patients Undergoing Laparoscopic Gynecological Tumor Surgery
Bibliographic record
Abstract
Background: POCD is a common postoperative complication associated with anesthesia and surgery. Its occurrence reduces the quality of life after surgery and increases the risk of death and disability. Related studies demonstrated that hyperlipidemia could affect the occurrence and development of patients' cognitive dysfunction. However, the association between hyperlipidemia and POCD has not been well examined. Methods: A total of 98 patients were divided into hyperlipidemia group and normal lipid group based on blood lipid level. Minimum Mental State Examination was used to evaluate the preoperative cognitive status. The patients were assessed with the Montreal Cognitive Assessment 1 day before operation and 7 days after operation. The Telephone Interview for Cognitive Status-Modified was applied to evaluate the cognitive ability 1 and 3 months after surgery. We analyzed the incidence of POCD and its potential risk factors according to the scores on each scale after operation. Results: A total of 98 patients including 52 patients in the hyperlipidemia group and 46 patients in the normal blood lipid group completed all postoperative follow-up. POCD occurred in 27 patients 7 days after surgery, including 19 patients (36.54%) in the hyperlipidemia group and 8 patients (17.39%) in the normal group. One month after surgery, 23 patients experienced POCD, with 17 (32.69%) in the hyperlipidemia group and 6 (13.04%) in the normal group. And three months after surgery, 20 patients experienced POCD, including 14 (26.92%) in the hyperlipidemia group and 6 (13.04%) in the normal group. Through univariate and multivariate regression analysis, we found that age and total cholesterol level were significantly associated with the occurrence of POCD. Conclusion: Preoperative hyperlipidemia was associated with the occurrence of POCD 7 days and 1 month after laparoscopic gynecologic tumor surgery. Age and preoperative hypercholesterolemia were considered independent risk factors for POCD development.
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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 | 0.001 |
| 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) | 0.000 | 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".