The link between placental growth factor and pregnancy complications
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
The link between placental growth factor and pregnancy complications Ernesto Figueiro-Filho and Karolina Grzyb from the University of Saskatchewan discuss the role of placental growth factor (PlGF) in screening for preeclampsia and adverse obstetric outcomes in diabetic populations.Preeclampsia is one of the most common complications during pregnancy, affecting 2-8% of pregnancies after 20 weeks. (1) It is often asymptomatic and defined by gestational hypertension, proteinuria, and one or more adverse conditions (maternal end-organ complication or evidence of uteroplacental dysfunction). (1) Early detection of preeclampsia during routine prenatal testing is important due to the asymptomatic nature of the condition. (2, 3) The management goal of a pregnant person with preeclampsia is ultimately to monitor the maternal-fetal complications and to reach the minimum safe gestational age for delivery. (4, 5)
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 | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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