Bibliographic record
Abstract
Individuals may regard reproduction as optional but sufficient number of them must be productive to perpetuate the species. The reproductive system is surprisingly vulnerable and depends, among other things, on a limited endowment of oocytes, controlled proliferation of spermatogonial stem cells and the genetic integrity of both. The developmental competence of oocytes and spermatogonial stem cells is maintained by evolved mechanisms for cellular detoxification and genomic stability, and excess or damaged cells are eliminated by apoptosis. Gonadal failure as a result of germ cell depletion can occur at any age, and from the effects of chemical cytotoxicity, disease and infection as well as genetic predisposition. Among extrinsic factors, alkylating agents and ionizing radiation are important causes of iatrogenic gonadal failure in young women and men. In animal models, there is evidence that hormonal manipulation, deletion of genes involved in apoptotic pathways and dietary manipulation can protect against natural and induced germ cell loss, but evidence in humans is absent or unclear. Assisted reproductive technologies (ARTs) provide an ensemble of strategies for preserving fertility in patients and commercially valuable or endangered species. Semen cryopreservation was the first technology for preserving male fertility, but this cannot serve prepubertal boys, for whom banking of testicular biopsies may provide a future option. In sterilized rodents, cryopreserved spermatogonial stem cells can recolonize seminiferous tubules and reinitiate spermatogenesis, and subcutaneous implantation of intact tubules can generate spermatozoa for fertilization in vitro by intracytoplasmic sperm injection. Transplantation of frozen-banked ovarian tissue is well-established for restoring cyclicity and fertility and is currently undergoing clinical evaluation for cancer patients. When restoration of natural fertility is unnecessary or reimplantation is unsafe, it is desirable to culture the germ cells from thawed tissue in vitro until they reach the stage at which they can be fertilized. Low temperature banking of immature germ cells is potentially very versatile, but storage of embryos and, to a lesser extent, mature oocytes is already practised in a number of species, including humans, and is likely to remain a mainstay for fertility preservation.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 | 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 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".