Adiponectin in Pregnancy: Implications for Health and Disease
Bibliographic record
Abstract
Pregnancy is a unique physiologic state that is associated with profound alterations in maternal metabolic, endocrine, and vascular function, designed to ensure the delivery of appropriate energy and nutrition to the developing fetus. In this context, the role of the fat-derived hormone adiponectin is of interest, particularly in light of emerging recognition of the broad array of physiologic processes upon which this adipokine impacts. Indeed, adiponectin has pleiotropic effects on the regulation of energy homeostasis, systemic inflammation, vascular function, cell growth, and even bone metabolism. Thus, in this review, we consider existing evidence for the physiologic role of adiponectin in human gestation and how this protein may be relevant to two major medical disorders of pregnancy: gestational diabetes mellitus and preeclampsia. While studies to date have yielded many conflicting findings pertaining to adiponectin in pregnancy, further investigation in this area is essential. Ultimately, elucidation of adiponectin physiology in the setting of both normal pregnancy and its pathologic conditions may provide unique insight into fundamental processes that are relevant to health and disease in mother and child.
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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 | 0.000 | 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 | 0.000 | 0.000 |
| 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".