The Pathophysiology of Preeclampsia Involves Altered Levels of Angiogenic Factors Promoted by Hypoxia and Autoantibody-Mediated Mechanisms1
Bibliographic record
Abstract
Pre-eclampsia is a syndrome characterized by inadequate placentation, which is due to deficient trophoblastic invasion of the uterine spiral arteries. This deficiency can lead to placental hypoxia, secretion of proinflammatory cytokines, and release of angiogenic and antiangiogenic factors. Hypoxic conditions in the placenta can promote oxidative stress and the production of angiogenic factors that are antagonized by soluble receptors, which are also elevated in this syndrome. In addition to these factors, the development of hypertension in women with pre-eclampsia may be associated with the renin-angiotensin system and endothelial dysfunction. The presence of antiangiotensin II type 1 receptor autoantibodies is relevant in pre-eclampsia because it has been related to the secretion of antiangiogenic factors through cytokine pathways, indicating that autoimmune mechanisms may participate in the pathophysiology of this syndrome.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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".