Shaping and Remodeling of the Fetoplacental Circulation: Aspects of Health and Disease
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Extensive vascular adaptations occur during pregnancy, and these result in the formation of a low-resistance placental circulation that maintains high blood flow to the developing fetus. These adaptations encompass both functional and structural alterations, including altered vasoreactivity of resistance vessels, arterial remodeling and angiogenesis. This Special Topics issue presents a collection of expert reviews that summarize the current state of knowledge on the regulation of the structural and functional changes that occur within the fetoplacental circulation, as well as introduce emerging research questions and tools. Emphasis is placed on defining the mechanisms that underlie these physiological adaptations, as a foundation for applying this knowledge to the development of improved early detection markers and treatments for pathological conditions such as preeclampsia, gestational diabetes mellitus, and fetal growth restriction.
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.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 it