Bibliographic record
Abstract
Endometrial hyperplasia, presenting without atypia (EH) or as atypical hyperplasia (AH), is considered a precursor of endometrial cancer and affects women of reproductive or perimenopausal age, posing as a major public health concern. The aim of this study was to review and compare the most recently published influential guidelines providing recommendations on the management of endometrial hyperplasia. Thus, a comparative review of guidelines from the Royal College of Obstetricians and Gynecologists, the Society of Obstetricians and Gynecologists of Canada and the American College of Obstetricians and Gynecologists was conducted. There is a consensus regarding the optimal management strategies for EH, with observation and medical treatment being the first line options and surgical treatment with total hysterectomy posing as second-line in specific cases. Moreover, there is agreement regarding patients with AH, with surgical treatment being the recommended approach, while medical therapy preferred for women who wish fertility preservation. Notably, close surveillance with endometrial biopsies every 3 or 6 months is suggested unanimously, as well as long-term follow-up in high-risk patients. Controversy exists regarding the initial diagnostic approach, with RCOG and SOGC suggesting outpatient endometrial biopsy, while ACOG recommending diagnostic hysteroscopy, as well as on the therapeutic regimens for the oral treatment of EH. Surgical techniques such as endometrial ablation, intraoperative frozen section analysis, intraoperative visual inspection of the uterus and morcellation constitute areas of controversy among the reviewed guidelines and the surveillance protocols for women with EH are addressed differently between RCOG and SOGC. Notably, RCOG is the only medical society offering recommendations regarding women under HRT and those on therapy for breast cancer. The development of consistent international practice protocols for the timely management strategies and surveillance protocols is of paramount importance to safely guide clinical practice and subsequently improve women’s health.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.053 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.022 | 0.019 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".