45,X/46,XY mixed gonadal dysgenesis: A case of successful sperm extraction
Bibliographic record
Abstract
Infertility is common among couples, about one third of cases are the result of solely male factors, and rarely abnormalities of genetic karyotypes are the root cause. Individuals with a 45X,/46,XY mosaiscism are rare in the literature and very few have fertile potential. We discuss a case of a 27-year-old male with known mixed gonadal dysgenesis, 50:50 split mosaiscism of 45,X/46,XY, presenting for evaluation of 1.5 year history of infertility. He demonstrated low volume non-obstructive azoospermia. Upon testicular biopsy, spermatozoa were extracted. These sperm were subjected to aneuploidy studies demonstrating 95.95% euploidy. The sperm were further assessed and placed in cryopreservation after being deemed sufficient for potential intracytoplasmic sperm injection. This is a unique case of viable sperm in a man with mixed gonadal dysgenesis, 45,X/46,XY mosaiscism.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.004 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".