Pre-eclampsia and maternal placental syndromes: an indicator or cause of long-term cardiovascular disease?: Figure 1
Bibliographic record
Abstract
Maternal placental syndromes (MPS) occur as a consequence of abnormal placental vessel formation, and refer to hypertensive pregnancy disorders (HPDs) and related placental abnormalities, such as placental abruption and infarction.1 In the affected pregnancies, adverse pregnancy outcomes, including preterm delivery, foetal growth retardation and intrauterine foetal demise, are common. HPDs complicate about 5–10% of pregnancies worldwide2 and cover a spectrum of conditions. Most notable among these is preeclampsia, a multisystem pregnancy-specific disorder clinically characterised by hypertension and proteinuria, and which remains a leading cause of foetal and maternal morbidity and mortality. Evidence suggests that preeclampsia is associated with the release of antiangiogenic factors by an ischaemic placenta, which, in turn, may lead to maternal endothelial dysfunction.3 ,4 In 1927, Corwin and Herrick reported an association between ‘hypertensive toxemia of pregnancy’, as pre-eclampsia was once called, and chronic cardiovascular disease.5 Since then, there have been multiple epidemiological studies that confirm these authors' observation. HPDs have been associated with chronic hypertension, ischaemic heart disease, stroke, venous thromboembolism and cardiovascular death6 ,7; evidence suggests that other features of the metabolic syndrome are present as well.8 Similarly, the development of an MPS has been shown to double the risk of development of cardiovascular disease later on in life.1 However, studies evaluating an association between HPDs and future arrhythmias and heart failure are limited. In this issue of Heart Ray9 discusses these specific cardiovascular outcomes, heart failure and arrhythmias, in the context of a previous history of MPSs (see page 1136) . In this unique retrospective cohort study, using a large administrative database in Ontario, Canada, the authors evaluate the frequency of these two outcomes in women with previous MPSs, defined as placental abruption, …
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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 | 0.000 |
| 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 | 0.001 | 0.001 |
| 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".