Arias‐Stella reaction in a cervicovaginal smear of a woman undergoing infertility treatment: A case report
Bibliographic record
Abstract
Arias-Stella reaction commonly is seen in gestational endometrium, but rarely is described outside the endometrium, particularly in nonpregnant women. Although the cytological diagnoses of Arias-Stella reaction by cervical Papanicolaou (Pap) smears in pregnant, postpartum, and postabortal women are documented, to our knowledge, this is the first report of Arias-Stella reaction in a cervicovaginal smear of a nonpregnant woman undergoing infertility treatment with clomiphene and beta-human chorionic gonadotropin (beta-HCG). The cytological features observed in this case were characteristic of Arias-Stella reaction but mimic malignancy leading to initial misinterpretation. It is of paramount importance to recognize this phenomenon in cervical Pap smears, especially in women receiving ovulation-inducing agents and exogenous hormonal treatment to avoid this potential cytological pitfall.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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".