Sperm and ova conservation: Existing standards of practice in North America
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
BACKGROUND AND PROCEDURE: Rapid advances have occurred in both reproductive medicine and survival from childhood cancer. To establish the current level of best clinical practice for sperm, ovarian, and prepubertal tissue collection and storage, a cross-sectional survey of a major pediatric oncology collaborative study group (Pediatric Oncology Group, POG) was performed. RESULTS: Of the 110 centers surveyed, 69 questionnaires (63%) were completed. No responding center had guidelines regarding which young people should be offered sperm, ovarian, or prepubertal testicular tissue conservation; 93% centers had offered sperm and 10% ova conservation; 15% had offered sperm conservation to males prior to completion of sexual development and 3% to girls prior to sexual maturation. All centers were more likely to offer sperm conservation than ova conservation for any given disease. The most common diseases for which conservation was offered were Hodgkin and non-Hodgkin lymphoma, and sarcomas. Fertility counseling was offered in a variety of settings by 71% of centers by health care professionals, including doctors, nurses, social workers, psychologists, and geneticists. CONCLUSION: There was little agreement regarding appropriate indications for, and method of, gamete preservation in children's cancer centers. It is hard to establish best clinical practice from these data. Unresolved medical, legal, and ethical issues necessitate the development of a voluntary code of practice and guidelines in order to ensure good clinical practice.
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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 | 0.004 |
| 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) | 0.001 | 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