Apoptosis versus necrosis in tubal ectopic pregnancies following Methotrexate
Bibliographic record
Abstract
Methotrexate administration for the treatment of tubal ectopic pregnancies has been shown to cause tubal mass enlargement. Our hypothesis was that, by administrating Methotrexate, a local necrotic reaction occurs, leading to hematoma formation and eventually fallopian tube rupture. Salpingectomy specimens were collected, analysed and divided into three equal groups: patients who received Methotrexate but who ultimately failed medical treatment, patients who had a viable ectopic pregnancy and patients with a self-resolving ectopic pregnancy that were operated due to other medical indications. The specimens were dyed using the Cleaved Caspase-3 (Asp175) Rabbit mA. Specimens were divided into three equal groups and analysed. The patients in self-resolving ectopic pregnancy group were older and had more pregnancies. Rates of apoptosis were found to be less than 1% per slide. Necrosis was not evident in any of the pathological specimens. It seems Methotrexate administration does not lead to a significant tubal necrotic reaction. Further studies are required.
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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".