Cyclooxygenase-2 expression in normal ovaries and epithelial ovarian neoplasms
Bibliographic record
Abstract
Cyclooxygenase-2 (COX-2) expression was investigated immunohistochemically in 57 epithelial ovarian neoplasms and in histologically normal ovaries. Positive immunostaining for COX-2 was observed in 78.6% (22/28) of the ovarian cancers and in 66.7% (14/21) of the borderline-malignant tumors. The rate of expression was significantly higher among the ovarian cancers than the benign cystadenomas (4/8; 50%) (p<0.05). There was a significant correlation between vascular endothelial growth factor (VEGF) expression and microvessel count (MVC), but no correlation between COX-2 expression and MVC. There was a significant correlation between VEGF expression and COX-2 expression in all of the ovarian neoplasms as a whole (p<0.05). These findings suggest that an increase in COX-2 expression may be associated with malignant transformation and tumorigenesis of epithelial ovarian neoplasms.
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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 | 0.000 |
| 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".