FOLLICULAR OUTPUT RATE, FOLLICULAR-OOCYTE-INDEX, AND OOCYTE RETRIEVED PER FOLLICLE: A NARRATIVE REVIEW
Bibliographic record
Abstract
Reproductive doctors struggle with low-prognosis ART patients. These patients have distinct biological profiles. Indeed, although women with reduced ovarian reserve have poor ovarian response, hypo-responders have unanticipated low or subpar response to controlled ovarian stimulation despite fulfilling ovarian criteria. These hypo-responders had slower estradiol and follicle growth responses to FSH stimulation, longer stimulations, and/or higher cumulative FSH dosages. Thus, ovarian sensitivity to gonadotropins seems to vary across patients and affects stimulation response. Genetic mutations or SNPs of gonadotropins and their receptors may affect ovarian sensitivity to FSH. Thus, ovarian sensitivity to FSH may increase IVF success rates in low-prognosis individuals and provide new therapeutic options.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| 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) | 0.002 | 0.008 |
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; both teacher heads agree on what is shown here.
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".