Coronary Artery Bypass Graft Surgery and Cognitive Performance
Why this work is in the frame
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Bibliographic record
Abstract
BACKGROUND: Some studies have indicated a decline in patients' cognitive performance after coronary artery bypass graft surgery. OBJECTIVE: To evaluate cognitive performance before and after coronary artery bypass graft surgery. METHODS: Patients' cognitive performance before and after coronary artery bypass graft surgery was evaluated in a prospective observational multicenter study in 5 academic medical centers. A total of 242 men and 123 women were evaluated before surgery; 333 men and 216 women, 5 to 11 months after surgery (197 men and 99 women were evaluated both before and after surgery). Verbal ability, attention/concentration, logical/verbal and visual memory, and facial recognition were measured. Data on demographic, medical, and psychosocial characteristics also were collected. RESULTS: After surgery, patients' overall performance improved (P < .001) for attention/concentration, verbal fluency, and logical/verbal memory. Patients with more education (high school or greater) performed better on each test (P < .001) than did patients with less education. No strong effects of sex or age on cognitive performance were observed before or after surgery, and no important differences in sex, age, or education were associated with changes in scores from before to after surgery. CONCLUSION: On average, cognitive performance improved rather than declined after coronary artery bypass graft surgery. The improvements were consistent across sex, age, and education.
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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 | 0.000 |
| 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 | 0.001 |
| 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 it