Fertility preservation in the management of gynecologic cancers
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Quality of life has become a very important issue in deciding the extent of surgical procedures for patients affected with a variety of cancers. For instance, in recent years more attention has been given to preserving organ function (eg, limb-preserving surgery in melanoma), cosmesis (eg, in breast cancer), and now reproductive function. Indeed, as cancer treatment has improved the rate of survival associated with several neoplasias, cancer survivors are more and more interested in preserving fertility potential. This article focuses on new and innovative techniques or approaches to treat gynecologic cancers while minimizing the negative fertility effects of cancer treatment. In particular, the radical trachelectomy procedure in cervical cancer, hormonal treatment of early endometrial cancer, conservative surgical management of early-stage epithelial ovarian cancer, and novel assisted reproductive technologies for women with impaired ovarian function after cancer treatment are discussed.
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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