Postpartum Course of Gestational Hypertension and Preeclampsia
Bibliographic record
Abstract
BACKGROUND: New onset hypertension (gestational hypertension and preeclampsia) complicates 6-8% of pregnancies and usually resolves postpartum, but the time to normalization of blood pressure (BP) in the postpartum period is not known. METHODS: We performed a retrospective cohort study of previously normotensive women who developed gestational hypertension or preeclampsia, and determined the number of weeks postpartum to BP normalization. RESULTS: 62 women with no history of hypertension prior to pregnancy were included, age 35.3 +/- 7.1 years. Hypertension developed at gestational age 15-40 weeks; 45% developed hypertension within 3 days of delivery, 52% developed hypertension 1-22 weeks prior to delivery, and 5% had onset only postpartum. Infants were born at gestational age 35.15 +/- 4.7 weeks. Average BP at treatment initiation was 162/95 mm Hg. Preeclampsia and/or HELLP syndrome was diagnosed in 48%. Most were treated with BP medication in the puerperium. In those whose BP normalized, time to normalization was 5.4 +/- 3.7 weeks. Those who remained hypertensive beyond 6 months (19%) were older (38.8 years vs. 34.4, p = 0.018). Three women had secondary hypertension; primary hyperaldosteronism was diagnosed in 2 women and renovascular hypertension in 1. CONCLUSION: Hypertension presenting in pregnancy normalized postpartum in 81% of this cohort, in most by 3 months. Those who remained hypertensive at 6 months postpartum tended to be older than patients whose BP normalized. Secondary hypertension was detected and surgically corrected in 3 patients. Further studies are needed to characterize those most likely to benefit from postpartum antihypertensive treatment and to guide management.
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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 | 0.002 |
| 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) | 0.001 | 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 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".