Intracrinology and menopause: the science describing the cell-specific intracellular formation of estrogens and androgens from DHEA and their strictly local action and inactivation in peripheral tissues
Bibliographic record
Abstract
The secretion of estrogens by the ovaries stops at menopause. Afterward, dehydroepiandrosterone (DHEA) becomes the only source of both estrogens and androgens during all the postmenopausal years. To maintain very low and biologically inactive concentrations of estrogens and androgens in the circulation, DHEA is transformed intracellularly into cell-specific small amounts of estrogens and androgens (except in the endometrium) which then act and are inactivated locally in the same cells, thus avoiding biologically significant systemic exposure to active sex steroids. The secretion of DHEA, however, mainly of adrenal origin, has already decreased by an average of 60% at the time of menopause and it continues to decrease thereafter with a parallel lowering in available intracellular estrogens and androgens. Consequently, after the arrest of estrogen secretion by the ovaries, the loss of DHEA becomes practically responsible for the symptoms and signs of menopause. Replacing what is missing, namely DHEA, at the right place, at the right time, and in the right amount, seems to be the logical and physiological approach for the treatment of menopausal symptoms and signs, as recently demonstrated for pain at sexual activity (dyspareunia), the most bothersome symptom of vulvovaginal atrophy due to menopause.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".