Relationship Between the Consumption of Soy and Its Derivatives During Critical Periods of Development and in Adulthood and Endocrine-Metabolic Disorders
Bibliographic record
Abstract
The consumption of soybeans and their constituents, isolated soy protein and isoflavones, has been associated with positive effects on body weight, lipid profile and insulin, which has stimulated the production and consumption of foods derived from soy. However, these polyphenolic compounds (isoflavones) have similar structure to 17-beta estradiol and may act as agonists or antagonists in estrogen receptors. Due to its estrogenic activity, the safety of its consumption during critical periods of development, such as gestation and lactation, has been questioned. Studies that evaluate the effects of soybeans on endocrine metabolic parameters are still controversial. This review focuses on the role that soy and isoflavones play during critical periods of development and into adulthood. J Endocrinol Metab. 2017;7(5):135-140 doi: https://doi.org/10.14740/jem449w
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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 | 0.000 |
| 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 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".